{"id":"W2019244569","doi":"10.1177/1553350615573582","title":"Detection of Changes in Surgical Difficulty","year":2015,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Alberta","funders":"","keywords":"Medicine; Surgical procedures; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007327568,0.0005457131,0.0002933141,0.0005564001,0.0001373899,0.0004426702,0.0003249878,0.000349625,0.002559629],"category_scores_gemma":[0.006657358,0.0001871568,0.000167211,0.0001933219,0.0002255765,0.0003640842,0.0005286459,0.0003726466,0.0003943115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001713353,"about_ca_system_score_gemma":0.0002362365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003991203,"about_ca_topic_score_gemma":0.000423905,"domain_scores_codex":[0.9993038,0.0001746265,0.00005422208,0.0001809446,0.0002167415,0.00006968644],"domain_scores_gemma":[0.9951958,0.00182187,0.001656209,0.0002463337,0.0005895886,0.0004901964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003260599,0.00101517,0.5163479,0.0005692372,0.00015077,0.0002184617,0.001182456,0.001419976,0.3945384,0.0001484618,0.0006331946,0.0805153],"study_design_scores_gemma":[0.00003230346,0.002395936,0.979356,0.00002382632,0.0000281604,0.0003175756,0.0001869173,0.002116736,0.01491913,0.000111059,0.0004893971,0.00002299257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926018,0.0001645769,0.00564617,0.0000362446,0.00001426746,0.00008995829,0.0001670951,0.00005732522,0.001222477],"genre_scores_gemma":[0.9953058,0.00009875441,0.003867223,0.00002903607,0.00001725777,0.00009116694,0.0002140348,0.00001073594,0.0003658819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002559629,"threshold_uncertainty_score":0.008562803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09304333726638102,"score_gpt":0.3455340494097676,"score_spread":0.2524907121433866,"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."}}