{"id":"W2995534797","doi":"10.5489/cuaj.6390","title":"The ABCs of AFCs","year":2019,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental science; Computer science; Statistics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001156535,0.00004896306,0.000080941,0.00007029055,0.0002523829,0.0001985774,0.0004628029,0.00006733527,0.0001329996],"category_scores_gemma":[0.0001829634,0.00003083969,0.00005062859,0.0002274164,0.00000797601,0.0002093135,0.00001873716,0.0001706546,0.0003586279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000384472,"about_ca_system_score_gemma":0.0006026528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009149564,"about_ca_topic_score_gemma":0.00006686765,"domain_scores_codex":[0.9989837,0.00009905751,0.0003186401,0.00006172436,0.0003092485,0.0002275994],"domain_scores_gemma":[0.998907,0.0001202236,0.0003402503,0.0001196192,0.0003253977,0.0001875018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003128508,0.00002353296,0.5807352,0.000005003461,0.0000758987,0.00000253259,0.002616599,0.00017695,0.00002807255,0.2661725,0.1233493,0.02681124],"study_design_scores_gemma":[0.0001562583,0.00003141,0.2903462,0.000003377539,0.000001339152,0.00003664544,0.0002241434,0.0008637159,0.00001786467,0.001449218,0.7067996,0.00007023248],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6335785,0.0005010019,0.02189613,0.1691024,0.01409549,0.0007701341,0.00001034573,0.0001088801,0.1599372],"genre_scores_gemma":[0.9956624,0.00001592272,0.0004887175,0.001954377,0.00006309418,0.000002930776,8.229314e-7,0.000001383143,0.001810382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5834503,"threshold_uncertainty_score":0.4609555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005468041590349585,"score_gpt":0.1906944913736262,"score_spread":0.1852264497832766,"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."}}