{"id":"W3093421245","doi":"10.48083/zcjs3811","title":"Biomarker Evaluation and Clinical Development","year":2020,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health","keywords":"Biomarker; Medicine; Biomarker discovery; Clinical Practice; Computer science; Proteomics; Biology","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":[0.1128248,0.001509977,0.002802451,0.006681683,0.001024538,0.01110973,0.002636695,0.004637153,0.01151329],"category_scores_gemma":[0.23597,0.0007794013,0.001699483,0.005328256,0.005476651,0.007274128,0.004632578,0.004569797,0.007709675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00453329,"about_ca_system_score_gemma":0.01614071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002601626,"about_ca_topic_score_gemma":0.001176434,"domain_scores_codex":[0.9188855,0.04898421,0.007713389,0.004416235,0.01851487,0.001485804],"domain_scores_gemma":[0.8400065,0.08072569,0.01396838,0.01291646,0.04769634,0.004686658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009981042,0.0003471893,0.02446152,0.003791293,0.0005944881,0.0003971119,0.0006370023,0.003200617,0.001010886,0.1173121,0.09638204,0.7508677],"study_design_scores_gemma":[0.0003537021,0.001380399,0.01453161,0.009338993,0.0005745271,0.001866655,0.0007174083,0.00683071,0.004083384,0.1759335,0.7841133,0.0002757759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.0155295,0.287514,0.3342355,0.1961854,0.01290204,0.005332454,0.005288179,0.001599998,0.1414129],"genre_scores_gemma":[0.3345129,0.198803,0.3589662,0.04845312,0.01657885,0.007365069,0.005963205,0.0007623465,0.02859534],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1128248,"threshold_uncertainty_score":0.5966818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7267363581847986,"score_gpt":0.548574477439731,"score_spread":0.1781618807450677,"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."}}