{"id":"W4401442259","doi":"10.46747/cfp.700708479","title":"Are we ready for human papillomavirus testing?","year":2024,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Human papillomavirus; Computer science; Data science; Papillomaviridae; World Wide Web; Medicine; Cervical cancer; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001092173,0.00010932,0.0002610449,0.0002592652,0.001044109,0.001124891,0.0003631553,0.001327943,0.03583691],"category_scores_gemma":[0.007310608,0.0001863387,0.0003596327,0.0005766626,0.0009393588,0.002190092,0.0005566271,0.001058127,0.00410797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002031504,"about_ca_system_score_gemma":0.003786155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06461658,"about_ca_topic_score_gemma":0.1356458,"domain_scores_codex":[0.9992619,0.0001594562,0.00004571996,0.00006075724,0.0002352142,0.0002368752],"domain_scores_gemma":[0.9977041,0.0002934177,0.0005743832,0.00005405717,0.0004687398,0.0009054068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002841123,0.0002491705,0.6711574,0.000674795,0.0000756255,0.0007927677,0.003219025,0.00005120719,0.0006364207,0.0009808218,0.1590014,0.1628772],"study_design_scores_gemma":[0.00008780028,0.0006309117,0.7697354,0.001363289,0.0001059777,0.002156275,0.03307774,0.0001751462,0.0004311454,0.001905763,0.1902519,0.00007868971],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.479753,0.0147601,0.001096351,0.4086507,0.002394597,0.0004465247,0.007333306,0.0001337025,0.08543175],"genre_scores_gemma":[0.8971555,0.01262631,0.001502762,0.06759343,0.001054321,0.0001693224,0.002143312,0.00002806489,0.01772696],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.06461658,"threshold_uncertainty_score":0.128481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1635479449786263,"score_gpt":0.3775459169629192,"score_spread":0.2139979719842929,"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."}}