{"id":"W4416393066","doi":"10.1097/nne.0000000000002022","title":"From Clinician to Educator","year":2025,"lang":"en","type":"article","venue":"Nurse Educator","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba","funders":"","keywords":"Onboarding; MEDLINE; Physician assistants; Nursing staff; Continuing education","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":[0.001440695,0.000560601,0.0004855523,0.001608346,0.002835036,0.004013367,0.001817818,0.002582287,0.277888],"category_scores_gemma":[0.01021201,0.0005590871,0.0003507294,0.0006755862,0.0007204963,0.003498734,0.006373803,0.002559967,0.1549033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002311943,"about_ca_system_score_gemma":0.006502322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001734235,"about_ca_topic_score_gemma":0.004496712,"domain_scores_codex":[0.9970486,0.0005934812,0.0002522074,0.0004978134,0.0009368926,0.0006711396],"domain_scores_gemma":[0.9861071,0.0005431813,0.0005036385,0.0003845831,0.002885762,0.009575682],"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":[0.00008624178,0.0002108826,0.002671952,0.0002530273,0.00000549628,0.0008788661,0.0008246606,0.0000525327,0.0009553622,0.001821479,0.813956,0.1782836],"study_design_scores_gemma":[0.0001017388,0.0003386309,0.004680073,0.0007581078,0.000007783561,0.00337139,0.00153428,0.0002092675,0.0005608741,0.002568556,0.9858323,0.00003689949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02428446,0.006855498,0.006569667,0.1603807,0.02621327,0.001410637,0.001901971,0.004438497,0.7679453],"genre_scores_gemma":[0.1363141,0.007671491,0.01078461,0.08980634,0.007285033,0.001078932,0.0009629715,0.0008959136,0.7452006],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.277888,"threshold_uncertainty_score":0.929628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500154215624913,"score_gpt":0.4153757326354575,"score_spread":0.3903741904792084,"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."}}