{"id":"W2911609567","doi":"10.1002/bjs.10605","title":"Swiss Society of Surgery","year":2017,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Surgery; General surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009166735,0.001634649,0.0007004147,0.001837016,0.0007852719,0.002304263,0.0008146061,0.001975805,0.5591758],"category_scores_gemma":[0.001673508,0.0003279552,0.0006931548,0.00113674,0.0007563028,0.001049726,0.002398831,0.002418542,0.4400972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00117003,"about_ca_system_score_gemma":0.002287936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001208406,"about_ca_topic_score_gemma":0.001658089,"domain_scores_codex":[0.9988037,0.0001601241,0.000129856,0.0003296528,0.0003781872,0.000198412],"domain_scores_gemma":[0.9985183,0.0001547186,0.0001761935,0.0001615115,0.0004683901,0.0005209168],"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":[0.0002264375,0.000134069,0.002426737,0.0008661053,0.00005033872,0.001357498,0.00007455803,0.0002993408,0.001669968,0.01183869,0.4857151,0.4953411],"study_design_scores_gemma":[0.0000407104,0.00008461205,0.002481502,0.000331028,0.000009819669,0.002661233,0.00004253012,0.0001423158,0.0002481684,0.001656416,0.9922861,0.00001558184],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004783758,0.02915968,0.002871723,0.01523144,0.01745519,0.0002349703,0.005764476,0.001896899,0.9226018],"genre_scores_gemma":[0.02474733,0.02311668,0.003087678,0.004237756,0.005677498,0.0003747412,0.006483455,0.0006126013,0.9316622],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5591758,"threshold_uncertainty_score":0.6287822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1490073156400642,"score_gpt":0.2623401144802339,"score_spread":0.1133327988401698,"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."}}