{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002572494,0.000173081,0.0002237735,0.0001818883,0.00008292357,0.00003045902,0.0004033934,0.0001652178,0.005552228],"category_scores_gemma":[0.0001546649,0.0001715397,0.00006338768,0.0003301923,0.00003001935,0.00002748309,0.0000367891,0.0002793311,0.008185586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000147311,"about_ca_system_score_gemma":0.0004709668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005282292,"about_ca_topic_score_gemma":0.000006215779,"domain_scores_codex":[0.9984651,0.00007011124,0.0003486486,0.0005183747,0.0001371547,0.0004605796],"domain_scores_gemma":[0.9988694,0.0001840225,0.00005679317,0.0005429215,0.00003471832,0.0003121356],"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":[0.00003509887,0.0003123884,0.02636221,0.000004626239,0.00008609353,0.000002332621,0.008641091,8.166143e-8,0.000145244,0.004216447,0.9094353,0.05075913],"study_design_scores_gemma":[0.0002796224,0.00002158004,0.07828484,0.00009032229,0.00002636293,5.21614e-7,0.01107477,1.441233e-7,0.0005301116,0.0007478608,0.908767,0.0001768184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7587208,0.0003709082,0.00003261748,0.01163547,0.09737467,0.000225686,0.00001723624,0.0001029757,0.1315196],"genre_scores_gemma":[0.6789408,0.000005096414,0.002244093,0.0113817,0.005491319,0.0003869008,0.00002780925,0.0000387484,0.3014835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1699639,"threshold_uncertainty_score":0.9953569,"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."}}