{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003705647,0.0001167164,0.0001531096,0.0008420075,0.0006057278,0.0006131942,0.0006059498,0.0005252535,0.004846578],"category_scores_gemma":[0.0180035,0.0001558982,0.0002372699,0.0008397043,0.0006437509,0.0004235124,0.001149327,0.001070607,0.0003677882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001079964,"about_ca_system_score_gemma":0.004322619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02129544,"about_ca_topic_score_gemma":0.03018111,"domain_scores_codex":[0.9984194,0.0003753068,0.000113501,0.0001504513,0.0004153107,0.0005260439],"domain_scores_gemma":[0.9738833,0.004742409,0.00730381,0.0005602888,0.002358245,0.01115197],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007918314,0.0001034564,0.9913926,0.00005631405,0.00001351572,0.00009633615,0.001079711,0.00004868,0.0003202739,0.00006783423,0.0007475152,0.005994605],"study_design_scores_gemma":[0.000003895611,0.00009293755,0.9977956,0.00003785446,0.000003894827,0.00009278841,0.001074019,0.00006045024,0.0000361514,0.00002387376,0.0007761566,0.000002546007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968112,0.0003824104,0.0000893816,0.001222192,0.00001502095,0.00002380257,0.0003041373,0.000007451951,0.001144481],"genre_scores_gemma":[0.9986643,0.000290357,0.000156375,0.0001178746,0.00002502025,0.0000218186,0.0002291279,0.00000266105,0.0004925561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9962944,"threshold_uncertainty_score":0.04234296,"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."}}