{"id":"W3011737866","doi":"10.2196/17647","title":"Clinical Desire for an Artificial Intelligence–Based Surgical Assistant System: Electronic Survey–Based Study","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation of Korea; Seoul National University; National Research Foundation","keywords":"Medicine; Laparoscopic surgery; Medical physics; General surgery; Laparoscopy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003880608,0.0002720504,0.0008446051,0.00009209548,0.0001475692,0.00007045723,0.0002757839,0.0003762103,0.0003864777],"category_scores_gemma":[0.001601861,0.0002054773,0.0002945896,0.0005218167,0.0001551028,0.0001311059,0.00003887918,0.000806577,0.00007914498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001139908,"about_ca_system_score_gemma":0.00108392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005977192,"about_ca_topic_score_gemma":0.00002564014,"domain_scores_codex":[0.9952201,0.0004216208,0.002140159,0.0002780972,0.001347386,0.0005926222],"domain_scores_gemma":[0.9956211,0.002033984,0.0002887491,0.0003328513,0.0002830655,0.001440265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02857647,0.01439659,0.180585,0.003529165,0.000904938,0.0008490323,0.00646371,0.001863824,0.000003472755,0.01760634,0.0007492875,0.7444721],"study_design_scores_gemma":[0.005843031,0.005278355,0.007688887,0.0001449942,0.0001248091,0.000009070159,0.005081774,0.9687558,0.00002109323,0.00002937293,0.006731478,0.0002913058],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9185041,0.00001592304,0.07661112,0.0006705279,0.0002384964,0.002387932,0.00003219316,0.0004195738,0.001120116],"genre_scores_gemma":[0.9952043,0.000001223547,0.001054746,0.002770655,0.0004708288,0.0001227565,0.0003389122,0.00003147582,0.00000515294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.966892,"threshold_uncertainty_score":0.8379121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2141554092874582,"score_gpt":0.4438864534504521,"score_spread":0.229731044162994,"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."}}