{"id":"W6942281426","doi":"10.14288/1.0228252","title":"Deriving and validating a risk estimation tool for screening asymptomatic chlamydia and gonorrhea","year":2016,"lang":"en","type":"article","venue":"Open Collections","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gonorrhea; Receiver operating characteristic; Logistic regression; Chlamydia; Asymptomatic; Risk assessment; Cutoff; Framingham Risk Score; Estimation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03280251,0.001132574,0.0007679869,0.003364213,0.0007288745,0.002263759,0.001452078,0.00134887,0.0008459545],"category_scores_gemma":[0.1123939,0.0004478095,0.00110257,0.001562091,0.0005814337,0.001052124,0.001449402,0.001160904,0.0004059564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001787023,"about_ca_system_score_gemma":0.004712826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01282958,"about_ca_topic_score_gemma":0.0100288,"domain_scores_codex":[0.9863281,0.006774576,0.001680477,0.001381173,0.00342392,0.0004117373],"domain_scores_gemma":[0.9416134,0.03751557,0.00641343,0.00322206,0.01066668,0.0005688311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002048053,0.0004357823,0.8181131,0.0001438097,0.0003157714,0.000120617,0.0004446563,0.04409419,0.001398263,0.001145804,0.001654034,0.1319291],"study_design_scores_gemma":[0.0001215854,0.0007503909,0.2432346,0.0003904059,0.0003385123,0.0007798406,0.000518642,0.7396601,0.007285194,0.003641673,0.00316372,0.0001152434],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6308889,0.0005045471,0.3614301,0.0007914077,0.00006462799,0.001279229,0.001189747,0.001084433,0.002767021],"genre_scores_gemma":[0.7476069,0.0001436722,0.2502257,0.000143067,0.00002254226,0.0003579866,0.001211537,0.00004257136,0.0002460513],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03280251,"threshold_uncertainty_score":0.1734783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575336710691596,"score_gpt":0.2362396777321949,"score_spread":0.2204863106252789,"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."}}