{"id":"W3004030532","doi":"10.1002/tre.731","title":"Microscopic haematuria in general practice","year":2020,"lang":"en","type":"article","venue":"Trends in Urology & Men s Health","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child, Adolescent and Family Mental Health","funders":"","keywords":"Variety (cybernetics); Medicine; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0005315677,0.0001030494,0.0002464132,0.001004483,0.0004421879,0.0006399555,0.0002574464,0.000437912,0.004816694],"category_scores_gemma":[0.003904385,0.0001987515,0.0001729481,0.001454309,0.0005142194,0.0005054999,0.0004759523,0.0006468219,0.0003630323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001088563,"about_ca_system_score_gemma":0.001106603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02341508,"about_ca_topic_score_gemma":0.03212852,"domain_scores_codex":[0.9993457,0.0001589588,0.00007444573,0.00008140397,0.0002215777,0.0001178746],"domain_scores_gemma":[0.9978169,0.0003036566,0.000809267,0.00004504123,0.0001843437,0.0008407686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009354609,0.000136886,0.9535749,0.0003683558,0.00004549153,0.001599891,0.0006914434,0.00008752562,0.0002748775,0.0002425675,0.005750251,0.03713429],"study_design_scores_gemma":[0.000008352028,0.0001061773,0.995308,0.0001558647,0.00001169883,0.001794357,0.0005359581,0.00006042463,0.00001372666,0.0001062523,0.001894661,0.000004596312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9373145,0.0279398,0.0003318501,0.009282492,0.0003187713,0.00007688681,0.001058196,0.00006733713,0.02361031],"genre_scores_gemma":[0.991004,0.006245279,0.0002170302,0.00109394,0.000226686,0.00001152559,0.0001957291,0.000006709263,0.0009991206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02341508,"threshold_uncertainty_score":0.04655761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06770238615327379,"score_gpt":0.439521587503839,"score_spread":0.3718192013505652,"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."}}