{"id":"W2164142911","doi":"10.1503/cmaj.101429","title":"Biomarkers in population-based studies","year":2010,"lang":"en","type":"review","venue":"Canadian Medical Association Journal","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging; Georgetown University","keywords":"Population; Population health; Data science; Clinical Practice; Computer science; Medicine; Environmental health; Family medicine","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":[0.02240418,0.001704869,0.005954263,0.008296599,0.0003866297,0.002605998,0.001885699,0.003644267,0.003365805],"category_scores_gemma":[0.0520917,0.000940515,0.001955755,0.01006407,0.002015588,0.003028898,0.001607499,0.004070764,0.001069598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002079015,"about_ca_system_score_gemma":0.00504966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002504435,"about_ca_topic_score_gemma":0.002698665,"domain_scores_codex":[0.9860737,0.00812316,0.001912426,0.00106608,0.002674347,0.0001502462],"domain_scores_gemma":[0.9604097,0.03274024,0.00377791,0.0007625705,0.002029683,0.0002798881],"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":[0.0001967197,0.00009636466,0.002655789,0.05218133,0.00226225,0.0002170609,0.0001241181,0.001125887,0.0002084852,0.01610445,0.02855748,0.89627],"study_design_scores_gemma":[0.0003812822,0.0004676445,0.01616142,0.1750543,0.005558481,0.002828135,0.0003017612,0.001451694,0.0009332174,0.1310561,0.665584,0.0002219832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004357084,0.9980593,0.0005249468,0.0008895213,0.0002670728,0.00001140295,0.00003806857,0.000006578822,0.0001594468],"genre_scores_gemma":[0.002202255,0.9947701,0.001217151,0.0007831201,0.0008230727,0.00004704633,0.00005629876,0.000003068572,0.0000978024],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02240418,"threshold_uncertainty_score":0.118486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3152513195619511,"score_gpt":0.4638134222146958,"score_spread":0.1485621026527447,"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."}}