{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002489832,0.00008379167,0.0001566751,0.0001777423,0.003814593,0.0007939578,0.0007873778,0.0000695631,0.00930784],"category_scores_gemma":[0.001361107,0.00008616737,0.00007130371,0.0004996948,0.00002671812,0.0002073591,0.00022332,0.000464976,0.00009513999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002410257,"about_ca_system_score_gemma":0.001309176,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0461564,"about_ca_topic_score_gemma":0.1947504,"domain_scores_codex":[0.9975458,0.0008217354,0.0002572853,0.000205979,0.0006138088,0.0005554231],"domain_scores_gemma":[0.9985917,0.0001573522,0.0002604747,0.00009281636,0.0001922768,0.0007054111],"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":[0.00003438695,0.00007686009,0.3681556,9.889803e-7,0.00006841151,0.0001680863,0.006778546,0.0008625002,0.000003012372,0.09527592,0.5086445,0.01993117],"study_design_scores_gemma":[0.0001565727,0.0001850664,0.07775094,0.000004090057,0.00001000927,0.000003789071,0.02763218,0.000008166184,2.277306e-7,0.008791689,0.8853239,0.000133343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4524626,0.000104393,0.0001061124,0.4092331,0.001442788,0.0007992379,0.000156517,0.00007546307,0.1356198],"genre_scores_gemma":[0.9789142,0.00003981886,0.0001102831,0.009654239,0.000436023,0.00005556546,0.000005906589,0.000007212687,0.01077674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5264516,"threshold_uncertainty_score":0.9974823,"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."}}