{"id":"W4386169554","doi":"10.1371/journal.pgph.0001639","title":"Evaluating operational parameters of the careHPV, GeneXpert, AmpFire, and MA-6000 HPV systems for cervical precancer screening: Experience from Battor, Ghana","year":2023,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Ottawa","funders":"","keywords":"GeneXpert MTB/RIF; Medicine; Cohort; Retrospective cohort study; Dna testing; Gynecology; Obstetrics; Internal medicine; Tuberculosis; Biology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.006269516,0.0003244835,0.0003009768,0.0004115534,0.0004544064,0.001042296,0.000580913,0.0003544509,0.0008841142],"category_scores_gemma":[0.01745105,0.0003352335,0.0002226674,0.001027673,0.0009361245,0.0009241843,0.0009179596,0.0004578863,0.0002413303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002428476,"about_ca_system_score_gemma":0.001942019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01903345,"about_ca_topic_score_gemma":0.02375553,"domain_scores_codex":[0.9958522,0.002299841,0.0002869916,0.0002810509,0.0007712022,0.0005087447],"domain_scores_gemma":[0.9917384,0.003288567,0.002392673,0.0004269191,0.001512325,0.0006412397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003444524,0.0002349915,0.9552127,0.0001369164,0.000021517,0.0007518309,0.008034416,0.0003863272,0.002280795,0.0001309649,0.0002459634,0.03221907],"study_design_scores_gemma":[0.00004355353,0.002512898,0.9639222,0.0001918272,0.00005016811,0.002436487,0.02118634,0.001075774,0.003429299,0.0001130102,0.005008799,0.00002976299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986811,0.0002917564,0.0002038463,0.0001314179,0.000003628458,0.00004817989,0.00005240522,0.00000417919,0.000583538],"genre_scores_gemma":[0.998647,0.0004019911,0.0005882379,0.00005977404,0.000005787035,0.00003330571,0.0000770301,0.000006714396,0.000180113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01903345,"threshold_uncertainty_score":0.03784531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2930844564866207,"score_gpt":0.4532994814580465,"score_spread":0.1602150249714259,"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."}}