{"id":"W1982449437","doi":"10.1097/aco.0000000000000007","title":"Beyond crisis resource management","year":2013,"lang":"en","type":"review","venue":"Current Opinion in Anaesthesiology","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Debriefing; Task (project management); Medicine; Knowledge management; Cognition; Resource (disambiguation); Applied psychology; Computer science; Medical education; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003781968,0.0005059738,0.00177662,0.001150424,0.00007400541,0.0000174815,0.0003166956,0.0005380746,0.0005257562],"category_scores_gemma":[0.0000477763,0.0004294325,0.0003661735,0.0007240992,0.00009476954,0.00004276214,0.00009749529,0.0008505057,0.0009479463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005786441,"about_ca_system_score_gemma":0.0004491173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003401004,"about_ca_topic_score_gemma":4.365958e-7,"domain_scores_codex":[0.9964556,0.0005637438,0.001331129,0.0008446428,0.0002708575,0.0005340428],"domain_scores_gemma":[0.9977874,0.0003474781,0.0004791526,0.0009855911,0.0001331028,0.0002673109],"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":[0.000008305231,0.0001517492,0.001153832,0.03951275,0.00003786378,0.000002708289,0.0001129608,0.000003012963,1.430277e-9,0.001780003,0.0658905,0.8913463],"study_design_scores_gemma":[0.0003734325,0.00021409,0.0008635375,0.01597446,0.0001592446,0.00002309206,0.0002710382,0.00001047266,2.158035e-8,0.0003418541,0.9814529,0.0003158054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003379731,0.9904352,0.000009711646,0.0007826892,0.005289333,0.002663071,0.00001492074,0.00008844555,0.0006828508],"genre_scores_gemma":[0.00002652509,0.9953271,0.0003523874,0.0002273491,0.0009836346,0.001258717,0.0015896,0.00008213078,0.0001525832],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9155625,"threshold_uncertainty_score":0.9998299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1656339362422865,"score_gpt":0.4633199674376023,"score_spread":0.2976860311953158,"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."}}