{"id":"W1970764040","doi":"10.1016/j.profnurs.2009.01.003","title":"A Mentoring Needs Assessment: Validating Mentorship in Nursing Education","year":2009,"lang":"en","type":"article","venue":"Journal of Professional Nursing","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":97,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Mentorship; Stressor; Economic shortage; Nursing; Medical education; Nurse education; Psychology; Nursing shortage; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02465075,0.0005240928,0.0006574622,0.002599434,0.002690026,0.001996362,0.001747166,0.001693907,0.002107671],"category_scores_gemma":[0.07087152,0.0004032016,0.001136376,0.0009974869,0.0009948598,0.002401312,0.003876781,0.001684387,0.0008561552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002033704,"about_ca_system_score_gemma":0.004672643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002273543,"about_ca_topic_score_gemma":0.005240288,"domain_scores_codex":[0.9810359,0.008432956,0.002242325,0.0006875355,0.006651892,0.0009492176],"domain_scores_gemma":[0.9377012,0.026591,0.005520014,0.003907596,0.02245574,0.003824529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007773106,0.005596434,0.6236448,0.0009416373,0.00017062,0.0002499723,0.01785306,0.0006646306,0.009418062,0.001090135,0.00634068,0.3332526],"study_design_scores_gemma":[0.0002548557,0.007435498,0.8931658,0.0007586082,0.0002943232,0.001311849,0.03463939,0.01126553,0.02944289,0.001995708,0.01920593,0.000229685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726151,0.0002183541,0.007981339,0.001004599,0.0001282948,0.003191645,0.000328726,0.0001519999,0.01437984],"genre_scores_gemma":[0.9500492,0.0002860493,0.04009966,0.0004575417,0.00004168538,0.004611267,0.000589722,0.00005014248,0.003814773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02465075,"threshold_uncertainty_score":0.1303672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04024069494849182,"score_gpt":0.4523601740897903,"score_spread":0.4121194791412985,"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."}}