{"id":"W4401218876","doi":"10.1158/1055-9965.epi-24-0716","title":"Promise and Perils of Primary HPV Testing","year":2024,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Cervical cancer; Commit; Health care; Cervical screening; Modalities; Gynecology; Cancer; Internal medicine","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":[0.05782354,0.0007483399,0.0009727399,0.001349024,0.001558354,0.005692643,0.002659554,0.006806377,0.0151142],"category_scores_gemma":[0.1226789,0.0003664889,0.001730646,0.001024161,0.006719013,0.01410557,0.003630608,0.007773751,0.002442033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004296021,"about_ca_system_score_gemma":0.007627387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005734225,"about_ca_topic_score_gemma":0.006273218,"domain_scores_codex":[0.9694982,0.01804833,0.001063479,0.00155269,0.00801293,0.001824404],"domain_scores_gemma":[0.868556,0.09748045,0.004730872,0.007057535,0.01314628,0.009028959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001299847,0.0005358287,0.01770912,0.002549219,0.0003711227,0.0005512536,0.001695705,0.001393282,0.0006296159,0.1272761,0.1364599,0.7095289],"study_design_scores_gemma":[0.0004684817,0.003003819,0.03745643,0.01043915,0.0007631051,0.002670153,0.005354587,0.003826361,0.001861296,0.2925442,0.6413675,0.0002449674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009692955,0.08151568,0.004749857,0.8624405,0.004772772,0.00005147441,0.0004093031,0.0002004788,0.03616706],"genre_scores_gemma":[0.5687074,0.1220932,0.01628357,0.2486908,0.03386909,0.000269697,0.0005987263,0.0002075816,0.009279926],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05782354,"threshold_uncertainty_score":0.3058038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.167527823635449,"score_gpt":0.4408561358951841,"score_spread":0.2733283122597351,"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."}}