{"id":"W3037385620","doi":"10.1093/qjmed/hcaa210","title":"Does conventional early life academic excellence predict later life scientific discovery? An assessment of the lives of great medical innovators","year":2020,"lang":"en","type":"article","venue":"QJM","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; Population Health Research Institute; University of British Columbia; Toronto Western Hospital; Alberta Children's Hospital; McMaster University; University of Saskatchewan; Impact; McGill University; Princess Margaret Cancer Centre; University of Calgary; University of Manitoba; Canada Research Chairs; Health Sciences Centre; University Health Network; University of Toronto; Sunnybrook Health Science Centre; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Canada Research Chairs; Diabetes Canada; Government of Canada; Institute of Nutrition, Metabolism and Diabetes; Banting and Best Diabetes Centre, University of Toronto; Australian Government; Canadian Nutrition Society; Hamilton Health Sciences","keywords":"Excellence; Scientific discovery; Engineering ethics; Psychology; Engineering; Cognitive science; Epistemology; Philosophy","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":[0.007323534,0.0001580013,0.0003213115,0.002768861,0.0009049342,0.002487601,0.0008576138,0.001061708,0.00250486],"category_scores_gemma":[0.04734172,0.0001971344,0.0005237585,0.001193964,0.001284145,0.002553556,0.002657117,0.001277249,0.0005702638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007944113,"about_ca_system_score_gemma":0.001115793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001223477,"about_ca_topic_score_gemma":0.001384808,"domain_scores_codex":[0.9971653,0.0009554001,0.0003801182,0.0002577809,0.000812343,0.0004290766],"domain_scores_gemma":[0.9392098,0.01561447,0.0244502,0.002133154,0.006345055,0.01224731],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005034534,0.00005611723,0.9935353,0.00001616205,0.00001395201,0.00007621956,0.001784133,0.00003561372,0.00005524437,0.0001438476,0.0002163792,0.004016743],"study_design_scores_gemma":[0.000002583575,0.0002586913,0.9942531,0.00002566211,0.000008688721,0.0002940266,0.003564338,0.0002334878,0.00008615298,0.0002549464,0.001005244,0.00001305659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971277,0.0003194297,0.0001521337,0.0006914483,0.00001376703,0.00001142845,0.0001013056,0.000004584949,0.001578139],"genre_scores_gemma":[0.9992924,0.0001307426,0.0001385441,0.00007642274,0.00001647481,0.00000972779,0.00008233479,0.000001992733,0.0002514394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9926764,"threshold_uncertainty_score":0.03873104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1032480531895984,"score_gpt":0.4323058188748423,"score_spread":0.3290577656852439,"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."}}