{"id":"W4416161835","doi":"10.1007/978-3-032-02333-9_1","title":"Mentorship in Higher Education: A Pathway to Student Success","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":"University of Windsor; Conestoga College","funders":"","keywords":"Mentorship; Thematic analysis; Exploratory research; Career development; Career Pathways","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":["insufficient_payload"],"category_scores_codex":[0.0005904831,0.000376925,0.0003686387,0.001046361,0.00004113701,0.00005501035,0.0005370504,0.0004593768,0.005127999],"category_scores_gemma":[0.00002738211,0.0004249774,0.00005861724,0.0001974963,0.00002268445,0.00006297223,0.0001484058,0.0006773418,0.0008294916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001513992,"about_ca_system_score_gemma":0.001235173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002469977,"about_ca_topic_score_gemma":0.0000830163,"domain_scores_codex":[0.9976287,0.0000622808,0.0007173807,0.000812983,0.0003585627,0.0004201231],"domain_scores_gemma":[0.9988495,0.00008057788,0.0002060489,0.0006206635,0.00008158519,0.0001616936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003837958,0.001097015,0.03137073,0.0001886688,0.00007056589,0.00000633219,0.008799968,0.000003180267,0.00001565633,0.5764948,0.05812176,0.323793],"study_design_scores_gemma":[0.0001902755,0.00001815555,0.147606,0.001399016,0.00001392835,8.502866e-7,0.0002314229,2.865746e-8,0.00001686182,0.004326046,0.8458282,0.0003692143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01669733,0.003196005,0.000001482671,0.002244494,0.0419993,0.0009286383,0.00000448295,0.00005000197,0.9348783],"genre_scores_gemma":[0.06605821,0.00007449083,0.0002479114,0.00117445,0.001288079,0.0008895827,0.00004954396,0.00004831883,0.9301694],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7877064,"threshold_uncertainty_score":0.9999485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03836214556798111,"score_gpt":0.3592424725432579,"score_spread":0.3208803269752768,"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."}}