{"id":"W3211697890","doi":"10.2196/31365","title":"A Nationwide Evaluation of the Prevalence of Human Papillomavirus in Brazil (POP-Brazil Study): Protocol for Data Quality Assurance and Control","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministério da Saúde","keywords":"Credibility; Quality assurance; Protocol (science); Audit; Medicine; Observational study; Quality (philosophy); Data quality; Quality control; Public health; Internal validity; Control (management); External validity; Environmental health; Operations management; Computer science; External quality assessment; Psychology; Business; Nursing; Accounting; Engineering; Alternative medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2460695,0.003036476,0.004390133,0.007687975,0.004142416,0.003711325,0.003232013,0.003867195,0.01162539],"category_scores_gemma":[0.2188799,0.002247182,0.004106892,0.007737369,0.004381386,0.003593596,0.003397035,0.005307037,0.004117538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008543038,"about_ca_system_score_gemma":0.05314286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004609758,"about_ca_topic_score_gemma":0.005490373,"domain_scores_codex":[0.7547486,0.1798518,0.04133928,0.008291971,0.01223664,0.003531696],"domain_scores_gemma":[0.7857407,0.07533328,0.02424951,0.04464891,0.06391615,0.006111573],"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":[0.04141502,0.01159872,0.06526279,0.06532362,0.002227342,0.003945315,0.05540742,0.008496688,0.02283833,0.07460192,0.20738,0.4415029],"study_design_scores_gemma":[0.03562873,0.01468544,0.189665,0.05193918,0.001538407,0.002096061,0.0143765,0.02230413,0.01757192,0.03476847,0.6143698,0.001056349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004590671,0.0003412483,0.02215009,0.0006737969,0.0002268064,0.9675598,0.002386509,0.0001754375,0.001895616],"genre_scores_gemma":[0.006044077,0.0002240957,0.03172665,0.0003169338,0.00005940755,0.9603237,0.0009309342,0.00003341481,0.000340804],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2460695,"threshold_uncertainty_score":0.9297305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8659543605553236,"score_gpt":0.7866514204152518,"score_spread":0.07930294014007178,"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."}}