{"id":"W4401709260","doi":"10.1007/978-3-031-66139-6_8","title":"Evaluating the Mentorship Program","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Mentorship; Computer science; Medical education; Medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001179261,0.0002779616,0.0001945315,0.00006907841,0.00007994652,0.00007113802,0.0003348615,0.0003436011,0.01811856],"category_scores_gemma":[0.00001720671,0.0001632482,0.0001173453,0.00002456408,0.00005286854,0.00001093934,0.0001301862,0.000829107,0.01221844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009980516,"about_ca_system_score_gemma":0.00004827612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001222607,"about_ca_topic_score_gemma":0.00000136998,"domain_scores_codex":[0.998369,0.00002449233,0.0003537406,0.0004726539,0.0004365664,0.0003435846],"domain_scores_gemma":[0.9992307,0.0001456149,0.0001016609,0.0004139869,0.00003019655,0.00007780454],"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":[0.000006241844,0.00000915333,0.000002508138,0.00002791582,0.0002569163,0.00001111035,0.0008611762,1.470241e-7,0.000002449962,0.6559653,0.1030081,0.239849],"study_design_scores_gemma":[0.00008254685,0.0001238545,0.000008756847,0.0001935483,0.0001024998,0.000009493638,0.00006320299,0.000009492718,0.000003240829,0.03573913,0.9634535,0.0002106776],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004699375,0.002278444,0.000003638712,0.001079531,0.009758887,0.0006467568,0.000003623431,0.0003963448,0.9857858],"genre_scores_gemma":[0.0002606093,0.00003192373,0.0004335802,0.0002990643,0.001130892,0.000284542,0.00002004269,0.00007087206,0.9974685],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8604454,"threshold_uncertainty_score":0.9885507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1881223212532336,"score_gpt":0.4495938097734639,"score_spread":0.2614714885202302,"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."}}