{"id":"W1508011285","doi":"","title":"Validation study: clarity multistrip urocheck.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"CLARITY; Kappa; Concordance; Medicine; Urine; Reproducibility; Gold standard (test); Cohen's kappa; Statistics; Mathematics; Internal medicine; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002491127,0.00008794971,0.0001320118,0.0001190725,0.0001174092,0.00001029311,0.00005129417,0.0000390329,0.00005614044],"category_scores_gemma":[0.0001480046,0.00008525905,0.00004871028,0.0002296469,0.00003044883,0.0001069093,0.00004076955,0.0001516332,0.00008800437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001280732,"about_ca_system_score_gemma":0.00001588473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008373442,"about_ca_topic_score_gemma":0.000004335751,"domain_scores_codex":[0.9991464,0.00004328801,0.0001709029,0.0001973778,0.0002354578,0.00020658],"domain_scores_gemma":[0.999463,0.00002315566,0.00004802595,0.0003032815,0.00005638457,0.0001061741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001156981,0.01036842,0.9451845,0.00003521989,0.0001984897,0.0003890913,0.0002574947,0.00001864947,0.00002971893,0.00006506437,0.005428849,0.03790881],"study_design_scores_gemma":[0.001351312,0.0002550405,0.9826904,0.000001518399,0.00009639748,0.0001152656,0.00005090953,0.00001683316,0.0003514015,0.00001372485,0.01498166,0.00007552213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778004,0.00002146785,0.0003036569,0.0005006138,0.0002253136,0.001898632,0.00000148768,0.0001876274,0.01906083],"genre_scores_gemma":[0.9927158,0.00001406882,0.0002049714,0.0001491892,0.0001299664,0.00128381,0.00001717895,0.00001261961,0.005472339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0378333,"threshold_uncertainty_score":0.3476763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07036442127524303,"score_gpt":0.2695218398502436,"score_spread":0.1991574185750005,"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."}}