{"id":"W3097691926","doi":"10.5489/cuaj.6995","title":"Everything old is new again","year":2020,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01020037,0.0008280543,0.001262644,0.002246546,0.01297533,0.01770826,0.002011319,0.006912779,0.08044468],"category_scores_gemma":[0.02266178,0.0004786266,0.0008630871,0.001832134,0.02094139,0.01327688,0.007294099,0.02229202,0.02654952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01168236,"about_ca_system_score_gemma":0.0389417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08884659,"about_ca_topic_score_gemma":0.2222709,"domain_scores_codex":[0.9910431,0.001492223,0.0003029316,0.0008401965,0.004765216,0.001556331],"domain_scores_gemma":[0.9742658,0.002342123,0.0004843557,0.001436982,0.0100081,0.01146263],"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":[0.00002838681,0.00004237407,0.0006042081,0.0001126045,0.00001457227,0.0001401817,0.001927933,0.00002052295,0.0001686673,0.04911588,0.9087837,0.03904099],"study_design_scores_gemma":[0.000004233887,0.000007283688,0.0003630943,0.0001156553,0.000004198752,0.00005226072,0.00161782,0.000007008142,0.00002200385,0.0066581,0.991135,0.00001320345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0008966117,0.01497039,0.0008917094,0.7322215,0.1204199,0.00002788531,0.0001500209,0.0001676561,0.1302543],"genre_scores_gemma":[0.02907138,0.02019865,0.0023355,0.5223612,0.03790568,0.00006585885,0.0002989721,0.0003682498,0.3873946],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.08884659,"threshold_uncertainty_score":0.2691143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04006476877880395,"score_gpt":0.2793782285050635,"score_spread":0.2393134597262596,"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."}}