{"id":"W4281773730","doi":"10.5489/cuaj.7916","title":"Residency recruiting: Are virtual open houses here to stay?","year":2022,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Business; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.008538681,0.0004051087,0.0005701735,0.0009066987,0.01300453,0.01554177,0.002703727,0.005737703,0.1278119],"category_scores_gemma":[0.03579736,0.0005212396,0.0004584088,0.002161337,0.00554565,0.0136667,0.006687677,0.00545211,0.01177839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005429832,"about_ca_system_score_gemma":0.03685173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03526364,"about_ca_topic_score_gemma":0.1677434,"domain_scores_codex":[0.9902562,0.003649632,0.0002494302,0.0004800868,0.001089109,0.00427551],"domain_scores_gemma":[0.9206225,0.007428301,0.004619958,0.001434301,0.006744766,0.05915012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001912403,0.0005535972,0.02280464,0.0004565732,0.000026474,0.0004124816,0.007122406,0.0001299822,0.0002125819,0.02052202,0.7132457,0.2343223],"study_design_scores_gemma":[0.0001472427,0.0003454238,0.07617889,0.003148317,0.00006708024,0.0009211531,0.1821341,0.0004946869,0.000259728,0.0263405,0.7097693,0.0001934851],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.062399,0.00530317,0.002373822,0.7715089,0.01079196,0.0001576353,0.0004827999,0.0004099508,0.1465729],"genre_scores_gemma":[0.7727658,0.008791367,0.005742354,0.117138,0.00846887,0.0003497806,0.0008876163,0.000584452,0.08527175],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1278119,"threshold_uncertainty_score":0.4275734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0602411107658108,"score_gpt":0.3001667448608931,"score_spread":0.2399256340950823,"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."}}