{"id":"W2981486364","doi":"10.1016/j.jamcollsurg.2019.08.239","title":"Objective Assessment of Surgical Technology Using the Operating Room Black Box® Platform: Impact of 3- vs 2-Dimensional Laparoscopic Imaging on Surgical Performance and Safety","year":2019,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Black box; Surgery; Medical physics; Artificial intelligence","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":[0.002264668,0.0004404872,0.0003974258,0.0007515802,0.0002436618,0.001252466,0.000407665,0.0004420394,0.008987349],"category_scores_gemma":[0.01261801,0.0001439161,0.0007145914,0.0003580727,0.0003866421,0.001022158,0.0006576903,0.000543521,0.001202295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004386914,"about_ca_system_score_gemma":0.0008106738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009481252,"about_ca_topic_score_gemma":0.002305414,"domain_scores_codex":[0.9985007,0.0003893584,0.0001858409,0.0001910039,0.0006010392,0.000132156],"domain_scores_gemma":[0.9863564,0.005115602,0.005568881,0.0003513612,0.001667026,0.0009407762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004367396,0.0009071557,0.8942252,0.0004775615,0.0002532858,0.00008589236,0.0002852616,0.0008021594,0.001931516,0.0001886757,0.003015996,0.09345982],"study_design_scores_gemma":[0.0001711644,0.005107148,0.9848793,0.0002747214,0.0002549306,0.0002780321,0.0006450457,0.002613563,0.002992785,0.0003675032,0.002348049,0.00006776603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840373,0.001268421,0.003315767,0.0007076521,0.0001387651,0.000299702,0.002132999,0.00008293363,0.008016429],"genre_scores_gemma":[0.9942866,0.000474753,0.002939287,0.000173719,0.00007593548,0.0001743264,0.0006363405,0.00003034667,0.001208632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008987349,"threshold_uncertainty_score":0.03006566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00936302077128351,"score_gpt":0.2983063671923505,"score_spread":0.288943346421067,"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."}}