{"id":"W2131288596","doi":"10.5430/ijhe.v2n2p76","title":"The Promise of Adaptive Mentorship©: What is the Evidence?","year":2013,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan; University of British Columbia; McGill University; University of Regina","keywords":"Mentorship; Coaching; Apprenticeship; Professional development; Medical education; Psychology; Contingency theory; Field (mathematics); Faculty development; Medicine; Computer science; Knowledge management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.04015106,0.0004702234,0.0009527513,0.001574346,0.001262369,0.007401374,0.003274123,0.003534741,0.01007043],"category_scores_gemma":[0.1328514,0.0004292506,0.001590871,0.002485479,0.004310153,0.01093105,0.003631802,0.004538199,0.0014593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00268227,"about_ca_system_score_gemma":0.006330223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00322306,"about_ca_topic_score_gemma":0.004871851,"domain_scores_codex":[0.9768581,0.01640387,0.001259587,0.001178083,0.00361842,0.0006819695],"domain_scores_gemma":[0.688649,0.2782514,0.01200925,0.006948504,0.0105171,0.003624776],"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":[0.0009591003,0.0006575569,0.01049923,0.0219634,0.0007481051,0.00009963706,0.001207182,0.0003718609,0.00009607018,0.03666974,0.01253955,0.9141887],"study_design_scores_gemma":[0.001438209,0.009163593,0.0721132,0.1977863,0.003551269,0.001795891,0.01723338,0.002215604,0.001469162,0.09465606,0.598223,0.0003542976],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02943143,0.7233571,0.004623212,0.2023793,0.004546653,0.0002815329,0.00026149,0.0001104722,0.03500878],"genre_scores_gemma":[0.4284137,0.510534,0.01101432,0.04149099,0.005902847,0.0004268094,0.0002878171,0.00009098501,0.001838559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04015106,"threshold_uncertainty_score":0.2123417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05015069784590432,"score_gpt":0.3829737408310481,"score_spread":0.3328230429851438,"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."}}