{"id":"W4283731297","doi":"10.2196/38952","title":"Instructor Development Workshops for Advanced Life Support Training Courses Held in a Fully Virtual Space: Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Likert scale; Basic life support; Medical education; Virtual reality; Observational study; Certification; Face-to-face; Virtual training; Advanced life support; Psychology; Computer science; Medicine; Cardiopulmonary resuscitation; Human–computer interaction; Resuscitation","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":[0.0004189177,0.0002013321,0.0003755722,0.0002779682,0.0002791447,0.00002270568,0.0001348049,0.00006085243,0.000653862],"category_scores_gemma":[0.0002726143,0.0002242108,0.00005086528,0.0005088737,0.0000330861,0.000115828,0.00005650146,0.0003043431,0.000005716888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006114868,"about_ca_system_score_gemma":0.004071626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002425795,"about_ca_topic_score_gemma":0.0001107272,"domain_scores_codex":[0.9979023,0.00008337506,0.0006325571,0.0004190203,0.0005762274,0.0003864982],"domain_scores_gemma":[0.9986713,0.0004042593,0.0001978372,0.0002627999,0.0002534553,0.0002103739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001435417,0.0009330469,0.8530723,0.0001380159,0.00008547487,0.00002290055,0.1005234,0.006444684,0.0001106839,0.0003266471,0.002535855,0.03437161],"study_design_scores_gemma":[0.00390959,0.001190273,0.8019034,0.00005625129,0.00001661355,0.00001482134,0.1777547,0.0004136803,0.00003468694,0.0000400001,0.01443992,0.0002259866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907526,0.00008268635,0.00003948978,0.004441616,0.001052086,0.00343457,0.00003715718,0.000109715,0.0000500191],"genre_scores_gemma":[0.9870766,0.00000166701,0.004306115,0.001753491,0.0002483757,0.005212126,0.0003657218,0.00004963686,0.0009862132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07723137,"threshold_uncertainty_score":0.914305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1161276051488606,"score_gpt":0.3997743055699203,"score_spread":0.2836467004210597,"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."}}