{"id":"W2977698021","doi":"10.1108/ijmce-01-2019-0005","title":"Mentoring as meaningful professional development","year":2019,"lang":"en","type":"article","venue":"International Journal of Mentoring and Coaching in Education","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Originality; Generalizability theory; Context (archaeology); Professional development; Psychology; Pedagogy; Class (philosophy); Qualitative research; Teacher education; Professional learning community; Focus group; Value (mathematics); Medical education; Medicine; Sociology; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01282974,0.0004915075,0.0004159283,0.00159894,0.006811795,0.01180015,0.002062392,0.002334806,0.004876919],"category_scores_gemma":[0.01478574,0.0002553237,0.0005015623,0.001360804,0.03703948,0.006485916,0.01555631,0.003608007,0.0009162994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005696355,"about_ca_system_score_gemma":0.01226745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002108618,"about_ca_topic_score_gemma":0.003780221,"domain_scores_codex":[0.973585,0.01963606,0.0006198038,0.001300154,0.003119942,0.00173905],"domain_scores_gemma":[0.9784446,0.007903297,0.001959148,0.003181701,0.001647233,0.006863989],"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":[0.00005942231,0.0002915634,0.003088997,0.0009298379,0.00002450371,0.0007751299,0.1420806,0.0004255651,0.00091721,0.65987,0.01566536,0.1758717],"study_design_scores_gemma":[0.00004706926,0.0003526231,0.005371857,0.002180404,0.00002943486,0.0014978,0.07022651,0.0007077929,0.0009071062,0.2721992,0.646405,0.00007515059],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09777455,0.01743465,0.04113182,0.04853487,0.002683369,0.0008488867,0.0001023068,0.0004501014,0.7910395],"genre_scores_gemma":[0.9375651,0.004993246,0.02174707,0.003284565,0.0004979855,0.0004193196,0.00005403777,0.00009445796,0.03134426],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01282974,"threshold_uncertainty_score":0.06785095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467724605967113,"score_gpt":0.3633551520464063,"score_spread":0.3486779059867352,"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."}}