{"id":"W6926765254","doi":"10.25384/sage.20250328","title":"sj-pdf-5-psg-10.1177_22925503221108468 - Supplemental material for Successful Applicant and Program Director Perspectives on the Virtual Residency Selection Process for Canadian Surgical Subspecialties","year":2022,"lang":"en","type":"article","venue":"Sage Journals Data","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Program director; Selection (genetic algorithm); Process (computing); Personnel selection","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001357739,0.0006695247,0.0006391988,0.002681614,0.001840841,0.00415851,0.001742607,0.001575673,0.9582506],"category_scores_gemma":[0.008600377,0.000630845,0.0004855817,0.003406803,0.0005689502,0.001589297,0.002318536,0.001495602,0.8585188],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003538214,"about_ca_system_score_gemma":0.005897783,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06187545,"about_ca_topic_score_gemma":0.1268423,"domain_scores_codex":[0.9985939,0.00006756893,0.0000518363,0.00009563351,0.0009644615,0.0002266061],"domain_scores_gemma":[0.9891841,0.001852879,0.0002806929,0.000530886,0.005241971,0.002909409],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002666132,0.00003573808,0.00009738168,0.00005277164,9.575385e-7,0.00001305536,0.00001536719,0.0000189641,0.0002201567,0.0002035065,0.9836859,0.01562957],"study_design_scores_gemma":[0.00004831523,0.00002869804,0.001586919,0.00008705795,0.000002369278,0.00003578006,0.0001006732,0.00006709735,0.0004398258,0.0003294698,0.9972587,0.00001510205],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0006559551,0.0002738801,0.001113375,0.00308286,0.002020239,0.0005622706,0.1102349,0.006939888,0.8751166],"genre_scores_gemma":[0.003158631,0.0003710355,0.001717404,0.001208689,0.0003610705,0.0001951954,0.04479567,0.002969408,0.945223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9986423,"threshold_uncertainty_score":0.1230306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03358654678867144,"score_gpt":0.3246695630106317,"score_spread":0.2910830162219603,"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."}}