{"id":"W4384256928","doi":"10.3138/9781487554286-001","title":"From the Author","year":2023,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001510547,0.0001600575,0.0002688144,0.0000102876,0.0006860438,0.000004156551,0.0004894631,0.0004148464,0.003693593],"category_scores_gemma":[0.00002140727,0.0001441241,0.0001601899,6.858286e-7,0.000154079,0.00004622085,0.0003353613,0.0004618086,0.0002478674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002558236,"about_ca_system_score_gemma":0.0002782695,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3249362,"about_ca_topic_score_gemma":0.1359555,"domain_scores_codex":[0.9990435,0.00009241038,0.0002036717,0.0002453752,0.0002112175,0.0002038527],"domain_scores_gemma":[0.9983852,0.0004865518,0.0003069531,0.0005365911,0.0001820578,0.0001026849],"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":[0.00003585907,0.000008401937,0.000005292085,0.00005631039,0.0001834922,0.000004224975,0.04370743,9.628781e-7,0.000002329462,0.5085672,0.4443966,0.003031929],"study_design_scores_gemma":[0.0002020211,0.00001629068,0.0002619954,0.0002855504,0.0001234369,5.132901e-8,0.003116355,0.000009740475,2.50727e-7,0.003465814,0.9923873,0.0001312137],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001763651,0.001137347,0.00002771221,0.0008225105,0.00146999,0.0004615935,0.0006621848,0.0001171916,0.9952838],"genre_scores_gemma":[0.0001543518,0.0007338119,0.000105248,0.00008084516,0.0005625342,0.000001210146,0.00007304224,0.00003086565,0.9982581],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5479907,"threshold_uncertainty_score":0.9972172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2702902595013548,"score_gpt":0.4306456223403552,"score_spread":0.1603553628390004,"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."}}