{"id":"W2335936233","doi":"10.1515/ijnes-2015-0031","title":"Professional Development Needs of Novice Nursing Clinical Teachers: A Rapid Evidence Assessment","year":2016,"lang":"en","type":"article","venue":"International Journal of Nursing Education Scholarship","topic":"Innovations in Medical Education","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; University of British Columbia; British Columbia Institute of Technology","funders":"","keywords":"Professional development; Nursing; Needs assessment; Medicine; Nurse education; Faculty development; Medical education; Clinical Practice; Quality (philosophy); MEDLINE; Psychology; Sociology","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":[0.004797095,0.0001534808,0.0003253218,0.0009702209,0.00007875414,0.00004790821,0.0004665819,0.0001732719,0.0003454627],"category_scores_gemma":[0.005340532,0.0001105471,0.0001559996,0.0004822692,0.0002858364,0.0009099062,0.00002106065,0.0007077013,0.0000223724],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001890538,"about_ca_system_score_gemma":0.006640975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.051146e-7,"about_ca_topic_score_gemma":1.097558e-7,"domain_scores_codex":[0.9960049,0.0003477359,0.001700772,0.0001718168,0.001586097,0.0001886541],"domain_scores_gemma":[0.9932158,0.0004740442,0.001358409,0.0002428145,0.004537823,0.0001711095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002423068,0.004180045,0.07389334,0.00001881796,0.0001474895,0.000002368156,0.00386318,5.107498e-7,0.007446492,0.0007960589,0.01000629,0.8994031],"study_design_scores_gemma":[0.001730153,0.0003375516,0.9453268,0.02966526,0.0001468271,0.0006933354,0.005062938,0.000007336587,0.004223264,0.001154747,0.01147789,0.0001739075],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.939742,0.0004302345,0.006870048,0.03739886,0.0140979,0.0002084545,0.000001493932,0.00001580591,0.001235209],"genre_scores_gemma":[0.9530859,0.00006740585,0.04343448,0.001004586,0.001566047,0.00001057638,0.00001291579,0.0000172804,0.0008008127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8992292,"threshold_uncertainty_score":0.9989905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1669820232172976,"score_gpt":0.5544218507181299,"score_spread":0.3874398275008323,"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."}}