{"id":"W6945396638","doi":"10.25384/sage.c.6082486.v1","title":"Successful Applicant and Program Director Perspectives on the Virtual Residency Selection Process for Canadian Surgical Subspecialties","year":2022,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"Central European national history","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interview; Attendance; Personnel selection; Subspecialty; Service (business); Selection (genetic algorithm); Work (physics); Cohort; Process (computing)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001792513,0.0001835473,0.0002180892,0.0002930821,0.0014327,0.0002142275,0.0009897168,0.0001108872,0.02310161],"category_scores_gemma":[0.0007773999,0.0001466977,0.00005336863,0.0003702306,0.0003639358,0.0001650698,0.00009855369,0.0004879022,0.00001146374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007839769,"about_ca_system_score_gemma":0.001911471,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05916116,"about_ca_topic_score_gemma":0.604309,"domain_scores_codex":[0.9976434,0.0004734233,0.0002068812,0.0004957863,0.0007480193,0.0004324919],"domain_scores_gemma":[0.9987212,0.0003418042,0.0002661906,0.0003071393,0.0000941574,0.0002694489],"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":[0.00008307343,0.0001637263,0.001157083,0.00003169312,0.0001433657,0.00004818932,0.00741424,0.000002009871,0.000001329886,0.009568414,0.9171613,0.0642255],"study_design_scores_gemma":[0.0001512161,0.0000684347,0.0006195456,0.0001433277,0.00003121265,0.000005605827,0.01013616,0.000008820669,4.008028e-7,0.0001640655,0.9884839,0.0001872832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00148946,0.06328629,0.00001337616,0.009529126,0.0009878991,0.004913175,0.008265032,0.0003313021,0.9111844],"genre_scores_gemma":[0.04338058,0.1373443,0.0002481388,0.0005486919,0.01889199,0.0009028018,0.0009195474,0.0009533137,0.7968106],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5451478,"threshold_uncertainty_score":0.9998673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05041113228676106,"score_gpt":0.3561305837540349,"score_spread":0.3057194514672739,"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."}}