Try below code to load product collection by category id

    $products = Mage::getModel('catalog/category')->load($category_id)
     ->getProductCollection()
     ->addAttributeToSelect('*')
     ->addAttributeToFilter('status', 1) 
     ->addAttributeToFilter('visibility', 4)
     ->setOrder('price', 'ASC');