{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006430049,0.0001274798,0.0001965559,0.0003342765,0.0002260423,0.00001302931,0.0001003319,0.00006761011,0.0003950549],"category_scores_gemma":[0.0003555503,0.00008058357,0.00005259591,0.0002048554,0.00001779229,0.0001246569,0.00002311429,0.0001636671,0.00009090809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008914314,"about_ca_system_score_gemma":0.002268765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002780249,"about_ca_topic_score_gemma":0.000003767836,"domain_scores_codex":[0.9982873,0.00006759552,0.0006781592,0.0002064878,0.0004683712,0.000292115],"domain_scores_gemma":[0.9983127,0.0004294748,0.0001687475,0.0001377465,0.0006648504,0.0002865054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007923639,0.0005502656,0.8566546,0.0001425889,0.00003885718,0.00001396897,0.004749448,0.00008066179,0.003149424,0.002505302,0.05451501,0.07680747],"study_design_scores_gemma":[0.003942115,0.0002191868,0.798992,0.003074551,0.00001555617,0.0001152505,0.001385524,0.00003189612,0.007661446,0.004864859,0.1794459,0.0002518031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9157436,0.00005256091,0.0004796743,0.01720427,0.06512498,0.001122243,0.00000844847,0.000026958,0.000237258],"genre_scores_gemma":[0.9247395,0.000007357018,0.01395065,0.001375047,0.0005293383,0.0002524167,0.00003581926,0.00002632258,0.05908353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1249308,"threshold_uncertainty_score":0.4325574,"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."}}