{"id":"W7111233974","doi":"10.1371/journal.pone.0320603.s009","title":"Quality assessment results of included studies.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Quality assessment; Exposure assessment; Risk assessment; Subgroup analysis; Epidemiology; Health care; MEDLINE","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.152496,0.003683288,0.0204726,0.03043168,0.002376433,0.008140983,0.005714088,0.005716037,0.03432805],"category_scores_gemma":[0.3939681,0.002038555,0.03398493,0.02620895,0.003019719,0.005453802,0.005043902,0.004488423,0.002629732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01034535,"about_ca_system_score_gemma":0.02056346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008054692,"about_ca_topic_score_gemma":0.01052379,"domain_scores_codex":[0.7209737,0.06351264,0.1744815,0.0127579,0.02566333,0.00261086],"domain_scores_gemma":[0.6038533,0.235356,0.07555536,0.02851471,0.05428305,0.002437602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001622093,0.00004213634,0.003266015,0.899124,0.03671473,0.0001548159,0.0007034414,0.0005023127,0.0002804958,0.001691773,0.01707926,0.03881892],"study_design_scores_gemma":[0.005476922,0.0004377763,0.01931805,0.6480747,0.1518285,0.0005406571,0.0008149887,0.002479655,0.00149266,0.01625112,0.1528763,0.0004087478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.008999779,0.3283904,0.0528811,0.01146322,0.009339577,0.1868535,0.3823065,0.003672905,0.01609312],"genre_scores_gemma":[0.1213772,0.1148486,0.09565187,0.008095055,0.001412471,0.5890616,0.06316193,0.001643239,0.004748185],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.965672,"threshold_uncertainty_score":0.8064853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066561752857404,"score_gpt":0.4050829747387156,"score_spread":0.2984267994529752,"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."}}