{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001358234,0.00006469971,0.0003817439,0.00007448415,0.0006223681,0.0001469727,0.0001710225,0.00004370123,0.002527238],"category_scores_gemma":[0.0006176257,0.00006804259,0.0004750098,0.00002007741,0.0005795297,0.0005555324,0.00002363353,0.0002230809,0.000008045623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001796362,"about_ca_system_score_gemma":0.0001997826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000175105,"about_ca_topic_score_gemma":0.00004090881,"domain_scores_codex":[0.998769,0.00003434609,0.0006899403,0.00006579947,0.0002964599,0.0001444647],"domain_scores_gemma":[0.9979807,0.0003913504,0.0009509931,0.000145561,0.0004513671,0.00008001262],"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":[0.00001195395,0.0001155192,0.00479651,0.00008513976,0.00007515782,0.0001249728,0.0008010392,1.962645e-7,0.0000408357,0.003041833,0.9373602,0.0535467],"study_design_scores_gemma":[0.0001529131,0.00001340728,0.03490442,0.001014718,0.00003053013,0.0003718287,0.0006008549,0.00000409208,0.0001311934,0.001654219,0.9609663,0.0001554527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9585555,0.003375488,0.00008156586,0.002169735,0.006241343,0.00004449901,0.00006805201,0.00001656157,0.02944722],"genre_scores_gemma":[0.9939195,0.0008441801,0.00005540708,0.0003575294,0.00158487,8.522806e-7,0.00000524447,0.0000109425,0.003221501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05339125,"threshold_uncertainty_score":0.9983846,"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."}}