{"id":"W3101230421","doi":"10.1097/sla.0000000000004594","title":"Artificial Intelligence for Intraoperative Guidance","year":2020,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":366,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"National Institute of Biomedical Imaging and Bioengineering","keywords":"Medicine; Artificial intelligence; Gallbladder; Cholecystectomy; Dissection (medical); Laparoscopic cholecystectomy; Cystic duct; Deep learning; Random forest; Surgery; Computer science","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":[0.001791271,0.001002951,0.0005034306,0.001139416,0.0003308825,0.002714943,0.0009920511,0.001971298,0.006950174],"category_scores_gemma":[0.005712493,0.0002728293,0.0007302942,0.0008882605,0.001246906,0.001610198,0.001499539,0.002504194,0.002970543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007521961,"about_ca_system_score_gemma":0.0009247824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274027,"about_ca_topic_score_gemma":0.0008222966,"domain_scores_codex":[0.9985869,0.0004531721,0.0001019648,0.0002495854,0.0005568939,0.00005149675],"domain_scores_gemma":[0.9975839,0.001398936,0.0002140811,0.0003180768,0.0004142364,0.00007084966],"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":[0.0001737725,0.0001289785,0.003945376,0.001531136,0.0002749267,0.0003013438,0.000197873,0.0739297,0.005608949,0.1081482,0.04428336,0.7614765],"study_design_scores_gemma":[0.00007090305,0.0003603721,0.004130508,0.001678006,0.0001572712,0.001062335,0.0002127947,0.3907895,0.005220999,0.3524742,0.243704,0.000139047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.01955019,0.0924606,0.7518224,0.02484841,0.003771732,0.00032329,0.001249767,0.003753156,0.1022204],"genre_scores_gemma":[0.4530952,0.05867385,0.4485701,0.004742047,0.003102975,0.0006037899,0.001856338,0.0004027378,0.02895278],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006950174,"threshold_uncertainty_score":0.02325064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6007137186538722,"score_gpt":0.4405008646572766,"score_spread":0.1602128539965956,"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."}}