{"id":"W4281685115","doi":"10.1128/spectrum.00686-22","title":"British Columbia’s Experience after Implementation of the Treponema pallidum Reverse Algorithm and PCR Detection, 2015 to 2020","year":2022,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Syphilis; Treponema; Early syphilis; Algorithm; Epidemiology; Outcome (game theory); Medicine; Computer science; Virology; Mathematics; Internal medicine; Human immunodeficiency virus (HIV)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.003655007,0.0003004765,0.0002559337,0.0005480207,0.001337194,0.001660063,0.0009736226,0.0006408463,0.00156444],"category_scores_gemma":[0.01058269,0.000283177,0.0002220136,0.001221404,0.0009266646,0.0006342367,0.0009618757,0.001250697,0.000348444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01560841,"about_ca_system_score_gemma":0.0205439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8635147,"about_ca_topic_score_gemma":0.8818637,"domain_scores_codex":[0.9959683,0.000654574,0.0001990365,0.0002706424,0.001915332,0.000992161],"domain_scores_gemma":[0.9936346,0.0008120337,0.0006491392,0.000187956,0.003325103,0.001391112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007215167,0.00053993,0.7154968,0.0002681605,0.00008412942,0.003072469,0.004908401,0.001617981,0.001890582,0.0009443399,0.01933438,0.2511213],"study_design_scores_gemma":[0.00002376555,0.0004533771,0.9507064,0.0002943478,0.00005165657,0.001886956,0.006918488,0.001358142,0.00130434,0.0001405567,0.03680607,0.00005592667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523973,0.003805832,0.000847813,0.007836153,0.000226785,0.0001473741,0.001188978,0.00009338764,0.03345639],"genre_scores_gemma":[0.9902262,0.001863128,0.0005674338,0.001393174,0.00004017518,0.00003406877,0.0008236241,0.0000275882,0.0050247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1364853,"threshold_uncertainty_score":0.2745782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006580901000973683,"score_gpt":0.2532099195014462,"score_spread":0.2466290185004725,"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."}}