{"id":"W2598832750","doi":"","title":"Using Mathematical Models to Inform Syphilis Control Strategies in Men Who Have Sex With Men","year":2015,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Syphilis; Men who have sex with men; Psychology; Medicine; Human immunodeficiency virus (HIV); Family medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00195438,0.0009968599,0.0008983399,0.0008725804,0.0004528942,0.001674142,0.001036429,0.001317915,0.003068194],"category_scores_gemma":[0.008187329,0.0006716813,0.00142464,0.0004551414,0.0007092049,0.001462703,0.00104711,0.001309955,0.0003196564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001856683,"about_ca_system_score_gemma":0.00278595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01414703,"about_ca_topic_score_gemma":0.008478366,"domain_scores_codex":[0.9995174,0.0002831324,0.0000195117,0.00005960159,0.00005776294,0.00006248356],"domain_scores_gemma":[0.995302,0.003807438,0.0005215105,0.00007327251,0.0002186948,0.00007723481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002120772,0.00003292101,0.00114151,0.00004118223,0.0000309668,0.00004584874,0.00003379807,0.9715451,0.0001768985,0.0243066,0.0003631517,0.002260814],"study_design_scores_gemma":[0.00001014274,0.00001837641,0.0001150129,0.0000142717,0.00001333627,0.000006498358,0.00001704455,0.990455,0.00007406874,0.008815876,0.0004549542,0.000005443716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2000143,0.002603138,0.7599071,0.006865102,0.0003046509,0.0002578845,0.001169286,0.0004351368,0.02844335],"genre_scores_gemma":[0.9008168,0.003742817,0.08063947,0.0006093176,0.0001958378,0.0005661991,0.0006690347,0.00007409647,0.01268631],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01414703,"threshold_uncertainty_score":0.0281294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03857154972116034,"score_gpt":0.3027947732505811,"score_spread":0.2642232235294208,"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."}}