{"id":"W3152588397","doi":"10.18192/uojm.v10i2.4866","title":"Supporting the Development of Physician-scientists","year":2021,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Mentorship; Excellence; Medical education; Attrition; Curriculum; Medical research; Health care; Medicine; Engineering ethics; Psychology; Political science; Pedagogy; Engineering; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00300391,0.00006237055,0.0003999441,0.0001465405,0.00008519877,0.000001168385,0.0001692734,0.00004090774,0.0004477219],"category_scores_gemma":[0.008665089,0.00003982273,0.00008268507,0.0003467385,0.0004203344,0.00005641765,0.00004716469,0.0003090684,0.000003018669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009287145,"about_ca_system_score_gemma":0.005372926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002552455,"about_ca_topic_score_gemma":0.0000269877,"domain_scores_codex":[0.9979604,0.00008683703,0.0004841902,0.00007355561,0.001088748,0.0003062325],"domain_scores_gemma":[0.9969744,0.0002817661,0.0005339234,0.0001463821,0.0009799132,0.001083584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007368784,0.001108107,0.03165521,0.002204228,0.0006951694,0.003756294,0.02378955,0.000007158788,0.1296228,0.0009937366,0.2846783,0.5207526],"study_design_scores_gemma":[0.01160091,0.001642761,0.09629738,0.004249805,0.0003349729,0.0006765323,0.03056529,0.00006388337,0.04719754,0.0001389723,0.8071142,0.000117787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9008936,0.001481859,0.00660183,0.07456437,0.000350095,0.0001728051,0.000002942479,0.000004980675,0.01592758],"genre_scores_gemma":[0.9916055,0.0002026833,0.004878946,0.001617657,0.0001942225,1.652614e-8,0.000003720667,0.000005031975,0.001492178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5224359,"threshold_uncertainty_score":0.9996853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07314236515373916,"score_gpt":0.3805066448038582,"score_spread":0.307364279650119,"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."}}