{"id":"W4415649580","doi":"10.1007/978-3-032-01813-7_11","title":"Mentoring for Career Advancement and Promotion in Academia: Navigating the Promotion Process","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Mentorship; Promotion (chess); Process (computing); Career development; Peer mentoring","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":[0.002682657,0.0004877715,0.0002956903,0.0007518733,0.002718522,0.01038304,0.001338769,0.002582789,0.01264241],"category_scores_gemma":[0.003052077,0.0002310634,0.0002653287,0.001138742,0.003025062,0.007053525,0.004088831,0.005626323,0.00378902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001867821,"about_ca_system_score_gemma":0.007579633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001851408,"about_ca_topic_score_gemma":0.007155905,"domain_scores_codex":[0.9989705,0.0005701575,0.00001570752,0.00004651335,0.0002778217,0.0001192827],"domain_scores_gemma":[0.998095,0.0009990523,0.0000806663,0.000062266,0.0001499461,0.0006131385],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002043129,0.0001644271,0.000343232,0.0003731888,0.000004128303,0.0001685468,0.0113005,0.0002345852,0.0004400307,0.3247175,0.1970155,0.4652179],"study_design_scores_gemma":[0.000004086982,0.00004807366,0.0005893404,0.0008034632,0.000003726215,0.0003331882,0.007781449,0.0003021996,0.0002186061,0.07357629,0.9163256,0.00001400826],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007136189,0.09540529,0.01633319,0.06625944,0.006219138,0.0001131545,0.00003191827,0.0003425982,0.8081591],"genre_scores_gemma":[0.1036991,0.09752449,0.01839432,0.009486169,0.003015759,0.0002012994,0.00006050988,0.0003109778,0.7673074],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9973173,"threshold_uncertainty_score":0.04229307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06111655858608456,"score_gpt":0.366729664235166,"score_spread":0.3056131056490814,"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."}}