{"id":"W2051442231","doi":"10.2196/resprot.2971","title":"Risk Prediction in Sexual Health Contexts: Protocol","year":2013,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Gonorrhea; Medicine; Generalizability theory; Logistic regression; Population; Chlamydia; Family medicine; Public health; Demography; Environmental health; Statistics; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.05361653,0.002328432,0.003261197,0.003042107,0.004706715,0.003756645,0.002850307,0.004002504,0.1643566],"category_scores_gemma":[0.06414966,0.002633959,0.003125189,0.004320364,0.002224549,0.003196306,0.003894184,0.007562579,0.03287779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008617006,"about_ca_system_score_gemma":0.04030667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008146268,"about_ca_topic_score_gemma":0.01176074,"domain_scores_codex":[0.974064,0.01396324,0.006214698,0.001849532,0.002073654,0.001834817],"domain_scores_gemma":[0.9433008,0.01896443,0.004815538,0.007966215,0.02113425,0.003818745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.07159714,0.01528002,0.01504194,0.05844503,0.0008353896,0.001589998,0.008651212,0.007040945,0.002647099,0.0373081,0.3980286,0.3835345],"study_design_scores_gemma":[0.06682474,0.009253948,0.02495417,0.03266925,0.0006097624,0.0005148061,0.004074639,0.005644904,0.002909941,0.01812924,0.8339058,0.0005090309],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00113082,0.0001302448,0.00288741,0.0003277334,0.0002277123,0.9859356,0.004677903,0.0001109864,0.004571617],"genre_scores_gemma":[0.0009677812,0.000145456,0.003447679,0.0001857905,0.0000384818,0.9939579,0.0005769095,0.000008911881,0.0006711083],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1643566,"threshold_uncertainty_score":0.5498275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1736715391020502,"score_gpt":0.5434082263741162,"score_spread":0.369736687272066,"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."}}