{"id":"W2912766856","doi":"10.1007/s00464-018-6254-5","title":"Characterization of device-related interruptions in minimally invasive surgery: need for intraoperative data and effective mitigation strategies","year":2019,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Medtronic Canada; Takeda Canada; Intuitive Surgical","keywords":"Medicine; Referral; Laparoscopic surgery; Surgery; General surgery; Laparoscopy; Abdominal surgery; Disconnection; Stopwatch; Medical emergency; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003302705,0.0001236523,0.0003356437,0.000154596,0.00004420612,0.00001996467,0.00008584204,0.000191901,0.0004321909],"category_scores_gemma":[0.0003091013,0.0001080722,0.00003911149,0.000221838,0.0001427737,0.0003680469,0.00005988371,0.0001272695,0.00003568296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002170892,"about_ca_system_score_gemma":0.0001100736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003696447,"about_ca_topic_score_gemma":0.00007543973,"domain_scores_codex":[0.9988272,0.0002779857,0.0004055431,0.0002979898,0.00003590066,0.0001553919],"domain_scores_gemma":[0.9985912,0.0009563351,0.000156554,0.0001693963,0.0001016564,0.00002483588],"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":[0.001073239,0.0001829444,0.03505367,0.0002505203,0.0001259627,0.000002270386,0.001481218,0.000006762878,0.953869,0.004724284,0.00005401748,0.003176077],"study_design_scores_gemma":[0.04058497,0.001895137,0.3277028,0.002002396,0.0002476482,0.00009578116,0.008353414,0.002821771,0.5977643,0.002159473,0.01522694,0.001145383],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973572,0.0001161456,0.0003378665,0.0001809326,0.0004461894,0.0008499951,0.0001540078,0.00002707414,0.0005306089],"genre_scores_gemma":[0.9956921,0.0001133126,0.00002515947,0.00005312786,0.00001221793,0.00005957639,0.003913724,0.000009266751,0.0001215524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3561048,"threshold_uncertainty_score":0.4732187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.016386340223353,"score_gpt":0.2875890812354667,"score_spread":0.2712027410121137,"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."}}