{"id":"W4387664424","doi":"10.7554/elife.91469.1.sa0","title":"Reviewer #3 (Public Review): Design of the HPV-Automated Visual Evaluation (PAVE) Study: Validating a Novel Cervical Screening Strategy","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Moonshot Research and Development Program; National Cancer Institute; National Institutes of Health","keywords":"Triage; Cervix; Medicine; Cervical cancer; Genotyping; Medical physics; Oncology; Gynecology; Cancer; Internal medicine; Medical emergency; Biology","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":[0.1042784,0.002085645,0.005396808,0.003760798,0.003224534,0.00729906,0.006965114,0.02053067,0.03142916],"category_scores_gemma":[0.4556083,0.002003003,0.005098556,0.003469863,0.004411893,0.004794036,0.002949647,0.008124032,0.01337218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0128407,"about_ca_system_score_gemma":0.02518627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008107995,"about_ca_topic_score_gemma":0.01120526,"domain_scores_codex":[0.9142849,0.03673104,0.02122342,0.005625734,0.02008302,0.002051832],"domain_scores_gemma":[0.5033496,0.08514298,0.0367082,0.01737993,0.3503394,0.007079903],"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":[0.0003112073,0.00001786161,0.000579551,0.01469703,0.0002284401,0.0001030798,0.0002298461,0.0000712375,0.0001256143,0.0003735807,0.9711716,0.01209104],"study_design_scores_gemma":[0.002487456,0.0001550766,0.003161787,0.04705396,0.0008879708,0.000521919,0.0007922636,0.0007308129,0.0007363046,0.002466273,0.9408168,0.0001895061],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.001251889,0.02663505,0.004300923,0.4568351,0.475934,0.01733589,0.009704177,0.001168627,0.006834348],"genre_scores_gemma":[0.02412311,0.01980261,0.009785308,0.7225032,0.1303793,0.0664219,0.002336299,0.001233042,0.02341518],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1042784,"threshold_uncertainty_score":0.5514838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3447668964448855,"score_gpt":0.4949856914425776,"score_spread":0.1502187949976921,"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."}}