{"id":"W2400763669","doi":"10.1097/prs.0000000000000687","title":"Discussion","year":2014,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Boulevard; Suite; Family medicine; General surgery; Law; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001119965,0.0008313368,0.0003604344,0.001058944,0.001763781,0.002140016,0.001211912,0.003237614,0.1825622],"category_scores_gemma":[0.0059075,0.0001884717,0.0007905497,0.0007332919,0.0008474256,0.001947073,0.001618297,0.003450407,0.0471522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001890102,"about_ca_system_score_gemma":0.001963648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005318531,"about_ca_topic_score_gemma":0.006137173,"domain_scores_codex":[0.9984741,0.0002734596,0.00008710978,0.0003191176,0.0005202547,0.0003259785],"domain_scores_gemma":[0.9984842,0.0003402603,0.0001324032,0.0001482969,0.0005803403,0.0003145853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002177118,0.0001503125,0.01118734,0.0003881037,0.00003902375,0.01877494,0.0008936094,0.0002190564,0.0005628578,0.02257594,0.7744876,0.1705035],"study_design_scores_gemma":[0.00003882995,0.00003072205,0.002260629,0.0008085709,0.00001812335,0.02124344,0.001457934,0.0001504457,0.0003129152,0.005486135,0.9681782,0.00001391934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01294337,0.01300965,0.005460755,0.1574316,0.02467385,0.0003758093,0.003234297,0.0005785897,0.7822921],"genre_scores_gemma":[0.2052597,0.01784489,0.003746969,0.1491953,0.01247335,0.0005851525,0.004043018,0.000370077,0.6064817],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8174378,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01449242749682303,"score_gpt":0.2364172628600195,"score_spread":0.2219248353631965,"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."}}