{"id":"W6889094020","doi":"10.25384/sage.20250316","title":"sj-docx-1-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":"Diversity and Career in Medicine","field":"Social Sciences","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002000642,0.00100127,0.0009119253,0.004640176,0.002759343,0.005022686,0.00257066,0.001570528,0.9580771],"category_scores_gemma":[0.03312878,0.001185361,0.0005914459,0.00919953,0.0008354934,0.002953344,0.003052314,0.00185585,0.8339709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005130547,"about_ca_system_score_gemma":0.008599467,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1424596,"about_ca_topic_score_gemma":0.1970584,"domain_scores_codex":[0.9978028,0.0001295165,0.0001497231,0.0001759776,0.001398866,0.0003431381],"domain_scores_gemma":[0.9654979,0.00887696,0.001054442,0.001484418,0.0188505,0.004235821],"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":[0.00001060495,0.0000108806,0.00007399217,0.00006211489,6.380433e-7,0.000003333821,0.00001919852,0.00001079909,0.00001872522,0.00008470277,0.9961144,0.003590679],"study_design_scores_gemma":[0.0001678358,0.00002539464,0.003645351,0.0003335797,0.000005761199,0.00003040089,0.0004829841,0.0001100806,0.0002531047,0.0006907168,0.9942189,0.00003588474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0003320964,0.00008365626,0.0004619094,0.001912107,0.000894629,0.0005276346,0.8060183,0.004825871,0.1849439],"genre_scores_gemma":[0.006023065,0.0004781143,0.002852794,0.002321208,0.000712728,0.001636326,0.4843004,0.009186496,0.4924887],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9580771,"threshold_uncertainty_score":0.2832607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05163141453258831,"score_gpt":0.3571723433766383,"score_spread":0.30554092884405,"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."}}