{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008203025,0.00009306903,0.0002244617,0.0001280324,0.0002141098,0.00007207188,0.0001549258,0.0001677984,0.00259277],"category_scores_gemma":[0.003633019,0.00006925142,0.0001050969,0.0004075948,0.00003206496,0.0001007313,0.00001487514,0.0008459131,0.0002397735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000617107,"about_ca_system_score_gemma":0.001520024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00188492,"about_ca_topic_score_gemma":0.0002205586,"domain_scores_codex":[0.9982815,0.00007909769,0.0002448261,0.0001903854,0.0006453089,0.0005588603],"domain_scores_gemma":[0.9962222,0.0001032298,0.0001136997,0.00007283347,0.0001969477,0.003291086],"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":[0.000051166,0.00001580225,0.4572372,0.000005412905,0.00006079456,0.0004505356,0.001963969,0.000008340555,0.0006464925,0.0001590654,0.5200933,0.01930788],"study_design_scores_gemma":[0.001802776,0.0006501814,0.3584212,0.00002226427,0.00005346096,0.0002475811,0.0003893013,0.0006919315,0.00009197382,0.0006442002,0.6368492,0.00013593],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3203349,0.0004644915,0.0003134929,0.6680129,0.0003465992,0.0001675633,0.000008501685,0.00003744059,0.01031417],"genre_scores_gemma":[0.8034483,0.0001326803,0.0002423194,0.1891657,0.001977992,9.412668e-7,0.000004695299,0.000007389779,0.005020068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4831133,"threshold_uncertainty_score":0.998319,"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."}}