{"id":"W2325686516","doi":"10.1016/j.jamcollsurg.2013.07.139","title":"Development of a black-box data recording device in the operating room: a proof-of-concept study","year":2013,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Proof of concept; Black box; Operating system; 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":[0.004545639,0.001071791,0.0009142343,0.0003850662,0.000474626,0.0009144163,0.00184504,0.001300271,0.006582132],"category_scores_gemma":[0.004236558,0.0003231834,0.0007355893,0.0001457242,0.0006542918,0.001324243,0.0007530671,0.001061475,0.002245914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003818861,"about_ca_system_score_gemma":0.001505665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000377704,"about_ca_topic_score_gemma":0.0002654544,"domain_scores_codex":[0.998125,0.0003979939,0.0001108507,0.0002622706,0.0009368671,0.0001669037],"domain_scores_gemma":[0.996699,0.0007856304,0.0003427347,0.0002828248,0.001424597,0.0004651034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003695598,0.003345341,0.002159296,0.00248403,0.0001993178,0.0009344594,0.00064531,0.001641231,0.8873434,0.001869802,0.008347183,0.08733502],"study_design_scores_gemma":[0.0008589878,0.02988735,0.004042214,0.000176332,0.000216618,0.001234667,0.0002929902,0.007243802,0.9123226,0.0003161934,0.04329534,0.0001128397],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5704389,0.004686363,0.3907706,0.002259629,0.002871945,0.0168645,0.002264958,0.002507932,0.007335359],"genre_scores_gemma":[0.5954427,0.003398209,0.3695393,0.001264398,0.0003509647,0.009122696,0.001697097,0.0003962327,0.01878837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006582132,"threshold_uncertainty_score":0.02403992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07918918360702785,"score_gpt":0.3467403426450256,"score_spread":0.2675511590379977,"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."}}