{"id":"W6976627058","doi":"10.6084/m9.figshare.12198753.v1","title":"Additional file 4 of How are systematic reviews of prevalence conducted? A methodological study","year":2020,"lang":"en","type":"article","venue":"Figshare","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Systematic review; MEDLINE; Systematic error; Meta-analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"dataset","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"dataset","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009658669,0.00166873,0.003147632,0.0102726,0.001006749,0.002886835,0.002081031,0.002236621,0.9012891],"category_scores_gemma":[0.1506568,0.001351071,0.003009824,0.01359154,0.0005273781,0.004528133,0.002334955,0.001419727,0.09101302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003288371,"about_ca_system_score_gemma":0.006815218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006275529,"about_ca_topic_score_gemma":0.0123418,"domain_scores_codex":[0.9933805,0.001868261,0.002747412,0.0007085189,0.0008713435,0.0004238995],"domain_scores_gemma":[0.7799775,0.1815086,0.01574608,0.004792782,0.01618873,0.001786233],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001402319,0.0001285431,0.002382892,0.1263448,0.0005188424,0.0001042424,0.0002104533,0.0006513174,0.0001873915,0.003055741,0.8452328,0.01978056],"study_design_scores_gemma":[0.02824187,0.000734332,0.02442572,0.08094611,0.00269874,0.0005618325,0.000912499,0.002332927,0.001016933,0.02331391,0.8344465,0.0003686964],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0002004367,0.0001520191,0.0004277311,0.0002973306,0.00007507721,0.000958059,0.9960924,0.0002614386,0.001535615],"genre_scores_gemma":[0.01931157,0.00224552,0.02387643,0.003454953,0.0007540504,0.06719582,0.8503528,0.001890236,0.03091859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9903413,"threshold_uncertainty_score":0.140799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9561409952750581,"score_gpt":0.5664875120115181,"score_spread":0.38965348326354,"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."}}