{"id":"W3158933060","doi":"10.1097/nnd.0000000000000748","title":"Preceptor Practice","year":2021,"lang":"en","type":"article","venue":"Journal for Nurses in Professional Development","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nurses Association","funders":"","keywords":"Preceptor; Professional development; Medical education; Nursing; Nursing practice; Psychology; 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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002492868,0.0001813185,0.0002898218,0.000136264,0.001623927,0.00003680112,0.0002139642,0.0002335594,0.00202071],"category_scores_gemma":[0.003103195,0.0001453167,0.00007087264,0.0002569117,0.00002794423,0.0006087644,0.0001086759,0.001401989,0.0001985292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005198714,"about_ca_system_score_gemma":0.003610754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000323022,"about_ca_topic_score_gemma":0.00003589482,"domain_scores_codex":[0.9967012,0.0008663065,0.0009779383,0.0002905329,0.0005331152,0.000630913],"domain_scores_gemma":[0.9954126,0.002684321,0.0006091419,0.0001715646,0.0009233042,0.0001990509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001163789,0.0009639833,0.01437687,0.0002619183,0.0001106929,0.0001055764,0.01401841,0.00001637355,0.0007766784,0.004389667,0.9007024,0.06311364],"study_design_scores_gemma":[0.001412729,0.00004854314,0.01205564,0.001288203,0.00002399029,0.0001221823,0.01306248,0.00001488857,0.0004569645,0.002300825,0.9690149,0.0001985944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.1411182,0.003692325,0.000343287,0.04486025,0.7676786,0.002084185,0.00002699852,0.0000991499,0.04009704],"genre_scores_gemma":[0.009549601,0.0004168537,0.03796393,0.005586054,0.001583119,0.0004130854,0.0000756966,0.00006599067,0.9443457],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9042487,"threshold_uncertainty_score":0.9996758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05721919593897483,"score_gpt":0.5089382773821618,"score_spread":0.451719081443187,"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."}}