{"id":"W4398210916","doi":"10.1093/asj/sjae116","title":"Drains in Breast Reduction: How Good Is the Recommendation Not to Use Them?","year":2024,"lang":"en","type":"review","venue":"Aesthetic Surgery Journal","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Randomized controlled trial; Checklist; Guideline; Consolidated Standards of Reporting Trials; MEDLINE; Cochrane Library; Family medicine; Intensive care medicine; Physical therapy; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005518116,0.0004116288,0.001340153,0.0005235543,0.0001485434,0.0004550586,0.0001782522,0.0002322508,0.0007070053],"category_scores_gemma":[0.0006730597,0.0002498958,0.000977417,0.001007341,0.00005732663,0.0003734985,0.00009090961,0.001863781,0.0005547105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004949088,"about_ca_system_score_gemma":0.001197988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004703578,"about_ca_topic_score_gemma":0.000007604361,"domain_scores_codex":[0.9956089,0.0008622617,0.002114227,0.0004518589,0.0005653211,0.000397454],"domain_scores_gemma":[0.9957593,0.002239372,0.0009544435,0.0005128764,0.0002612598,0.0002727669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003639636,0.00007463766,0.00003545561,0.00030997,0.00008991618,0.0001033156,0.0001469829,1.312122e-7,1.026309e-7,0.00001388453,0.1598632,0.839326],"study_design_scores_gemma":[0.0001659763,0.00003139032,0.00003177476,0.007618064,0.001167054,0.2217399,0.0002738157,0.000005007003,3.273561e-7,0.00006374457,0.7687143,0.0001886881],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001294977,0.3735129,0.0001438521,0.6159067,0.006661828,0.002039477,0.000136601,0.00008932249,0.0002143254],"genre_scores_gemma":[0.0008573779,0.9947851,0.0002971707,0.001904384,0.0008711871,0.00005565147,0.0001405261,0.0001080086,0.0009806404],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8391373,"threshold_uncertainty_score":0.9999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4565745313424507,"score_gpt":0.5008622939222839,"score_spread":0.04428776257983313,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}