{"id":"W2300315630","doi":"10.19030/cier.v7i3.8642","title":"Research Synthesis For Adaptive Mentorship","year":2014,"lang":"en","type":"article","venue":"Contemporary Issues in Education Research (CIER)","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mentorship; Coaching; Internship; Medical education; Faculty development; Psychology; Professional development; Career development; Pedagogy; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.114887,0.001869958,0.004397551,0.01629598,0.002862546,0.009107516,0.003828773,0.00274005,0.04869731],"category_scores_gemma":[0.2864472,0.0008729912,0.007237774,0.01617254,0.003046786,0.008391846,0.00633458,0.005272909,0.003063188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0126922,"about_ca_system_score_gemma":0.04163615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007753314,"about_ca_topic_score_gemma":0.01183024,"domain_scores_codex":[0.9213558,0.05084591,0.01350996,0.005828056,0.006800573,0.001659711],"domain_scores_gemma":[0.6109055,0.3336024,0.01168268,0.008742933,0.03268022,0.002386295],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001299676,0.0004003677,0.007281042,0.382773,0.006797712,0.0004037138,0.01239174,0.001258416,0.0003032875,0.08392479,0.02388653,0.4792797],"study_design_scores_gemma":[0.001163662,0.001241087,0.0137139,0.6736401,0.02211835,0.000313878,0.03443395,0.001468213,0.0007233522,0.06035872,0.1906819,0.0001428595],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02998427,0.5723257,0.1148928,0.07465325,0.01382086,0.08904284,0.0178695,0.0005777226,0.08683301],"genre_scores_gemma":[0.3328693,0.2796195,0.2032301,0.01888164,0.002706956,0.1484095,0.005947747,0.0003462197,0.007989055],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.885113,"threshold_uncertainty_score":0.6075877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2678501523895944,"score_gpt":0.5189157479762189,"score_spread":0.2510655955866244,"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."}}