{"id":"W4366442967","doi":"10.2196/43896","title":"Expectations of Anesthesiology and Intensive Care Professionals Toward Artificial Intelligence: Observational Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Society of Anaesthesiology; European Commission","keywords":"Anesthesiology; Observational study; Intensive care; Intensive care unit; Medicine; Health care; Family medicine; Nursing; Psychology; Psychiatry; Intensive care medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003799003,0.000217386,0.0005911303,0.001080997,0.0007264873,0.001054858,0.0005984617,0.001045641,0.001920714],"category_scores_gemma":[0.01431849,0.0004696944,0.0006946725,0.001222461,0.0006601341,0.001287638,0.0011073,0.001178992,0.0004526436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006480727,"about_ca_system_score_gemma":0.0007929217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003065322,"about_ca_topic_score_gemma":0.002771111,"domain_scores_codex":[0.9977041,0.000898858,0.0003641293,0.0002275124,0.0005146274,0.0002907445],"domain_scores_gemma":[0.987048,0.004499111,0.005087524,0.000389496,0.001059686,0.00191627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001123291,0.0003889695,0.9938816,0.00004596342,0.00003024684,0.00009168227,0.003701627,0.00002675174,0.00009541816,0.00002511019,0.0001588197,0.001441428],"study_design_scores_gemma":[0.00002160442,0.0008324229,0.9874183,0.00003263322,0.00002109891,0.0002715492,0.01068994,0.0002425138,0.00004705359,0.00002401367,0.000384936,0.00001396476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994911,0.00006891861,0.00004369452,0.0000414301,0.00000245681,0.00003592986,0.00011408,0.000001164291,0.0002012658],"genre_scores_gemma":[0.9994488,0.00008405389,0.00008661178,0.00005620489,0.00000611212,0.00006886025,0.0001502201,0.000001211885,0.00009788248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003799003,"threshold_uncertainty_score":0.0200913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6529363085364207,"score_gpt":0.6142001057521587,"score_spread":0.03873620278426204,"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."}}