{"id":"W2504852387","doi":"10.1503/cjs.009416","title":"Author response","year":2016,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; North York General Hospital; University of Toronto","funders":"","keywords":"Medicine; Unemployment; Practice management; Medical education; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003561532,0.0007558107,0.0013578,0.0006862045,0.003541312,0.003100988,0.002315794,0.04387302,0.02878787],"category_scores_gemma":[0.03417485,0.0007229291,0.001176353,0.000505287,0.002627591,0.003038058,0.002347252,0.03188039,0.02278141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005522808,"about_ca_system_score_gemma":0.004581993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008955747,"about_ca_topic_score_gemma":0.01017068,"domain_scores_codex":[0.9961621,0.00124158,0.0004402183,0.0004719884,0.001023906,0.0006602277],"domain_scores_gemma":[0.9882475,0.004362941,0.001086528,0.0004177168,0.003915978,0.001969363],"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":[0.00003745334,0.000008693462,0.0002920171,0.00004047112,0.000005267293,0.0004784242,0.0001074061,0.00002557281,0.00005737259,0.0005096468,0.9959396,0.002498046],"study_design_scores_gemma":[0.00008429685,0.00005991787,0.001051469,0.0004274153,0.00001526286,0.001737221,0.001001088,0.0002244369,0.0001983932,0.00223683,0.9928886,0.00007498776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000263478,0.0003930849,0.00006617406,0.9823397,0.01397991,0.00002382977,0.0001316098,0.00008317146,0.002719108],"genre_scores_gemma":[0.002050606,0.0002345787,0.00008055712,0.9850057,0.005566096,0.00004977992,0.00003189663,0.00001948635,0.006961291],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04387302,"threshold_uncertainty_score":0.09630507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066899827174113,"score_gpt":0.2940912770408176,"score_spread":0.1874012943234064,"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."}}