{"id":"W2506872431","doi":"10.1017/cbo9781316178485.008","title":"Role modeling and mentoring in the formation of professional identity","year":2016,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Identity (music); Psychology; Pedagogy; Mathematics education; Art; Aesthetics","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":[0.004803927,0.0003518209,0.0002567686,0.0004445717,0.003433216,0.006647247,0.001077477,0.001721302,0.005356158],"category_scores_gemma":[0.005613953,0.000227935,0.0004030517,0.0005063211,0.01038209,0.005431223,0.004262967,0.003324857,0.001701176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002373452,"about_ca_system_score_gemma":0.003493116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161659,"about_ca_topic_score_gemma":0.002540099,"domain_scores_codex":[0.995861,0.003046127,0.00007020736,0.0001834243,0.0005235463,0.000315773],"domain_scores_gemma":[0.9970065,0.001587694,0.0002586733,0.000349726,0.0002071675,0.000590382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000228737,0.00007002403,0.0004177517,0.00007655116,0.000004412228,0.0002593884,0.04230279,0.0003786597,0.0004286102,0.8789267,0.008597281,0.06851504],"study_design_scores_gemma":[0.00001950537,0.0001278904,0.001299946,0.0004342693,0.00001080904,0.0008601169,0.02320454,0.002367156,0.00129121,0.5745318,0.3958138,0.00003905502],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03656915,0.0105219,0.04338071,0.02347031,0.000994287,0.00007565755,0.00001355048,0.0001101713,0.8848642],"genre_scores_gemma":[0.7509419,0.006644665,0.01848911,0.001066847,0.0003051058,0.0001376038,0.00002079114,0.0001102565,0.2222838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006647247,"threshold_uncertainty_score":0.02540588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0428971247073018,"score_gpt":0.3145376123113644,"score_spread":0.2716404876040626,"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."}}