{"id":"W6960716699","doi":"10.1371/journal.pone.0311266.s005","title":"Quality assessment.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Advanced Electron Microscopy Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Funnel plot; Confidence interval; Hazard ratio; Nap; Observational study; Meta-analysis; Risk assessment; Risk of mortality","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002072367,0.00005538331,0.00003667351,0.00001005129,0.00003394901,0.00002957442,0.00008456529,0.00005046344,0.01141286],"category_scores_gemma":[0.00002630275,0.00005288219,0.00004159291,0.00005654326,0.000003078351,0.000001920491,0.00004762092,0.00006234358,0.000234805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009760503,"about_ca_system_score_gemma":0.0000494944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.907883e-7,"about_ca_topic_score_gemma":0.000001639494,"domain_scores_codex":[0.9996104,0.000008208743,0.00006620058,0.0001785108,0.00003719288,0.00009952943],"domain_scores_gemma":[0.9997669,0.000006167109,0.00001215894,0.0001686414,0.00002193422,0.00002421163],"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":[8.148022e-7,0.000006558212,0.000005974868,0.00002884858,0.000005702774,5.861708e-7,0.000001289836,0.000002127193,0.4656533,0.0005249659,0.5279533,0.005816533],"study_design_scores_gemma":[0.0000165489,0.00002126285,0.0001819411,0.00004296209,8.462089e-7,0.000002702713,0.000001647274,0.0000239342,0.1663934,0.000254364,0.8329949,0.000065443],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.01619626,0.01829248,0.0543772,0.001870238,0.000243565,0.001864435,0.7166531,0.0017238,0.1887789],"genre_scores_gemma":[0.7167335,0.00006332534,0.007724262,0.0005508116,0.0003855146,0.0006740029,0.2683367,0.00004455791,0.005487287],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.7005373,"threshold_uncertainty_score":0.9894909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03130200080295212,"score_gpt":0.4234338849811385,"score_spread":0.3921318841781864,"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."}}