{"id":"W2555631260","doi":"10.1097/nnd.0000000000000305","title":"Two Paths to Competency Validation","year":2016,"lang":"en","type":"article","venue":"Journal for Nurses in Professional Development","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"SR Research (Canada)","funders":"","keywords":"Competency assessment; Psychology; Medical education; Nursing; Nursing staff; Medicine","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":[0.1045056,0.001302836,0.000819059,0.00409453,0.006916352,0.01286865,0.003448908,0.009159152,0.01417158],"category_scores_gemma":[0.2823373,0.00165671,0.001390898,0.001632114,0.03433688,0.02223876,0.02947861,0.01832721,0.002744019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009272095,"about_ca_system_score_gemma":0.0553424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006312112,"about_ca_topic_score_gemma":0.004777056,"domain_scores_codex":[0.8558735,0.1079385,0.004083624,0.006253018,0.01997731,0.005874001],"domain_scores_gemma":[0.6880854,0.2105461,0.01353692,0.02564533,0.04299092,0.01919532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004391323,0.0007474449,0.0221697,0.0007999604,0.00007616024,0.0003778833,0.04584784,0.0007133039,0.0005059511,0.6698588,0.02109967,0.2373643],"study_design_scores_gemma":[0.0004113305,0.001168422,0.01156794,0.00481048,0.00007874141,0.001475413,0.0398373,0.005744606,0.002605975,0.8023721,0.1296295,0.0002981458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0802088,0.006958277,0.2678122,0.3972466,0.003975668,0.003536771,0.000294775,0.0009623022,0.2390047],"genre_scores_gemma":[0.6862068,0.002354845,0.2522559,0.03546635,0.0003124592,0.00396923,0.0002325961,0.0003864141,0.01881545],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1045056,"threshold_uncertainty_score":0.5526853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04557546138550424,"score_gpt":0.4429020219372232,"score_spread":0.397326560551719,"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."}}