{"id":"W4281913548","doi":"10.1161/jaha.122.025661","title":"Faculty Development Approaches for Life Support Courses: A Scoping Review","year":2022,"lang":"en","type":"review","venue":"Journal of the American Heart Association","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Calgary","funders":"","keywords":"Medicine; Psychological intervention; Accreditation; Competence (human resources); Medical education; Faculty development; Nursing; Professional development; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04246646,0.002284537,0.006407432,0.02845652,0.00223956,0.006933176,0.003444045,0.004096286,0.00463181],"category_scores_gemma":[0.1051931,0.001818803,0.006150788,0.02915633,0.002022342,0.007510137,0.003614,0.003394865,0.0009425234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009193819,"about_ca_system_score_gemma":0.03055728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007746031,"about_ca_topic_score_gemma":0.02151987,"domain_scores_codex":[0.9748487,0.009370571,0.009246578,0.001029487,0.004919614,0.0005851312],"domain_scores_gemma":[0.8926276,0.08141921,0.01190513,0.001827359,0.01110622,0.001114518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000126916,0.00009734023,0.0004936264,0.6484593,0.001136426,0.0001049866,0.0009128563,0.000169703,0.0001831598,0.001140312,0.005272323,0.3419031],"study_design_scores_gemma":[0.00004412003,0.00008410155,0.000806704,0.9689978,0.002089417,0.0001045283,0.0005762788,0.00006102027,0.00009231877,0.000320098,0.02680616,0.00001755129],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004037344,0.9963073,0.0004469641,0.0007930173,0.0002861091,0.0009445187,0.00009956782,0.00001287317,0.0007059807],"genre_scores_gemma":[0.002562964,0.9932879,0.001802067,0.000488447,0.0001009062,0.001532458,0.0001088159,0.000006096601,0.0001103174],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04246646,"threshold_uncertainty_score":0.2245868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1364330572417722,"score_gpt":0.4099090186369739,"score_spread":0.2734759613952017,"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."}}