{"id":"W4416161940","doi":"10.1007/978-3-032-02333-9_28","title":"Mentoring Programs to Enhance Early Career Professional Development","year":2025,"lang":"en","type":"book-chapter","venue":"Springer texts in education","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Professional development; Career development; Faculty development; Bolster; Continuing professional development; Professional studies","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005780684,0.000398225,0.0003284761,0.0005172082,0.00009952698,0.00004510258,0.0004264615,0.0004462691,0.0007675468],"category_scores_gemma":[0.00003750672,0.0004241107,0.00005407261,0.0001176781,0.00002354346,0.00005755948,0.0002093938,0.0007086004,0.00102544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001159765,"about_ca_system_score_gemma":0.001081553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000554991,"about_ca_topic_score_gemma":0.00002189389,"domain_scores_codex":[0.9973909,0.00003030057,0.0006831667,0.0008425275,0.0004739581,0.0005791968],"domain_scores_gemma":[0.9989582,0.00004424682,0.0002141185,0.0004619339,0.0001210293,0.0002004924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002825911,0.000265102,0.003543898,0.0001398164,0.0000855383,0.000003818622,0.01443335,5.801676e-7,0.00003971454,0.02429756,0.02122369,0.9359387],"study_design_scores_gemma":[0.0001007436,0.00002205112,0.01525426,0.002805255,0.00001512157,8.796864e-7,0.0001790099,6.809393e-8,0.0003304325,0.0008137321,0.9800218,0.0004565917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03813879,0.001751108,0.00005372862,0.0004486111,0.04833532,0.001669339,0.000002875822,0.0001387439,0.9094615],"genre_scores_gemma":[0.01403067,0.00002365423,0.003798523,0.0002184425,0.0007222429,0.001218015,0.0000589114,0.00005590778,0.9798737],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9587982,"threshold_uncertainty_score":0.9998211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02782857683877074,"score_gpt":0.3492894911711303,"score_spread":0.3214609143323596,"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."}}