{"id":"W4382344228","doi":"10.1503/cjs.007423","title":"The art of the second opinion","year":2023,"lang":"en","type":"editorial","venue":"Canadian Journal of Surgery","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Calgary","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002249168,0.0001457988,0.0004486755,0.0005630605,0.0003003136,0.0001498248,0.0005807137,0.0004525492,0.00009512299],"category_scores_gemma":[0.003642366,0.00008594793,0.0003190435,0.0005186749,0.0001404143,0.0001671453,0.00004407961,0.0008508583,0.00005711802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001061871,"about_ca_system_score_gemma":0.003286622,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01678832,"about_ca_topic_score_gemma":0.2107014,"domain_scores_codex":[0.9983078,0.00003432866,0.0007942179,0.0001064122,0.0003802632,0.0003770071],"domain_scores_gemma":[0.9963197,0.001173128,0.001418511,0.000322169,0.0007162146,0.00005032066],"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":[0.000003021543,0.000001165244,0.001370431,0.0002726733,0.00004137351,0.00003154446,0.000005527201,3.60413e-7,6.276626e-7,0.0004310085,0.9944762,0.003366058],"study_design_scores_gemma":[0.0000470376,0.000002561092,0.0009717026,0.0005461338,0.0000118744,0.000004769733,0.00007257874,0.000001175873,0.000001105809,0.0005671762,0.9976905,0.00008341196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00170685,0.0009540232,9.164011e-7,0.005523237,0.9901221,0.00008568318,0.00004162801,0.000009739339,0.001555847],"genre_scores_gemma":[0.01522447,0.0001467022,8.371349e-7,0.0001867092,0.9808947,0.00000393556,0.00001833971,0.00005550247,0.003468811],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1939131,"threshold_uncertainty_score":0.989759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03027690600061679,"score_gpt":0.2373716699264475,"score_spread":0.2070947639258308,"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."}}