{"id":"W2903902509","doi":"10.4324/9781351217422-14","title":"Preparing the Next Generation of Doctoral Students","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mathematics education; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005031179,0.0004624206,0.0003758359,0.001314785,0.006792212,0.009308838,0.001186231,0.003135184,0.03080642],"category_scores_gemma":[0.0045956,0.0004346564,0.0006323656,0.000620947,0.003636956,0.008944795,0.007823906,0.006352307,0.01464202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005155713,"about_ca_system_score_gemma":0.01003136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001853373,"about_ca_topic_score_gemma":0.007100071,"domain_scores_codex":[0.9981324,0.0005848585,0.00007154968,0.0002162978,0.0005253683,0.0004696137],"domain_scores_gemma":[0.9965559,0.0003096853,0.00007714576,0.00014777,0.0004830958,0.002426393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001245525,0.00006429896,0.0003173981,0.0001224157,0.000002210603,0.0002558196,0.006897088,0.00005025022,0.0003113964,0.2400316,0.6817386,0.07019661],"study_design_scores_gemma":[0.000002151214,0.00001120347,0.00008364827,0.00009152021,5.17033e-7,0.0001916239,0.001394535,0.00001556221,0.00006854731,0.007542211,0.9905951,0.000003512871],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006291393,0.03484805,0.005380113,0.3082443,0.03330928,0.000254484,0.0001804428,0.0003421685,0.6111498],"genre_scores_gemma":[0.0300075,0.01477553,0.007106949,0.04292374,0.00343376,0.0002059374,0.0001825371,0.0001544723,0.9012095],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03080642,"threshold_uncertainty_score":0.1030577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.592129129137528,"score_gpt":0.5697451279919961,"score_spread":0.02238400114553196,"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."}}