{"id":"W2792926472","doi":"10.1111/medu.13513","title":"Predictors of sustained research involvement among MD/PhD programme graduates","year":2018,"lang":"en","type":"article","venue":"Medical Education","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; Hospital for Sick Children; University of British Columbia; International Collaboration On Repair Discoveries; SickKids Foundation; University of Toronto; BC Cancer Agency; University of British Columbia Hospital","funders":"University of British Columbia","keywords":"Graduation (instrument); Receipt; Context (archaeology); Specialty; Medicine; Family medicine; Funding Agency; Medical education; Logistic regression; Grant writing; Psychology; Political science; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007396152,0.0001172925,0.0002758859,0.0003950114,0.0001354379,0.00001597116,0.0002142007,0.0002236972,0.001216687],"category_scores_gemma":[0.1640047,0.00008552746,0.00005683144,0.0009484271,0.001582931,0.00008627788,0.00008860257,0.0007106839,0.00007817934],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004227277,"about_ca_system_score_gemma":0.03460419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001276048,"about_ca_topic_score_gemma":0.0001405464,"domain_scores_codex":[0.9942585,0.0002987983,0.0005102199,0.0002955233,0.003360147,0.001276858],"domain_scores_gemma":[0.9900601,0.0004462629,0.00009250412,0.0004687826,0.001976614,0.006955742],"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":[0.0002685576,0.001842618,0.1114254,0.001007663,0.00004985385,0.00001464977,0.002051486,8.327801e-9,0.0003353875,0.0007385066,0.6150981,0.2671677],"study_design_scores_gemma":[0.003931881,0.008687216,0.1716427,0.002569608,0.0000733348,0.00002932963,0.00901657,0.0006054636,0.008067845,0.001746516,0.7933735,0.0002561012],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9140477,0.00031302,0.00008693902,0.0784383,0.0006335502,0.001351555,0.000001658074,0.00005846111,0.005068867],"genre_scores_gemma":[0.9906763,0.0003817983,0.000315015,0.004294759,0.00230997,0.0002095584,0.00009163465,0.00002160082,0.001699304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2669117,"threshold_uncertainty_score":0.9996963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1934258050432824,"score_gpt":0.5050156084705918,"score_spread":0.3115898034273095,"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."}}