{"id":"W6923275938","doi":"10.1371/journal.pone.0264732.s001","title":"Methodological quality assessment using Newcastle—Ottawa Scale tool.","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Scale (ratio); Quality (philosophy); Quality assessment; Measure (data warehouse); Data quality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"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":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2627387,0.001145159,0.005713877,0.01520415,0.002820098,0.004961826,0.003777202,0.001966543,0.008527108],"category_scores_gemma":[0.5650231,0.001264739,0.01205226,0.01372375,0.003160937,0.003813313,0.004888757,0.003722292,0.0007403535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01027375,"about_ca_system_score_gemma":0.02593791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01730287,"about_ca_topic_score_gemma":0.02984698,"domain_scores_codex":[0.6184981,0.104051,0.213656,0.0121031,0.0496816,0.002010139],"domain_scores_gemma":[0.3787816,0.3546759,0.08688993,0.04843472,0.1275736,0.00364428],"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":[0.005241078,0.0005570592,0.1878013,0.316338,0.04190284,0.0003362944,0.01596564,0.004496661,0.001769265,0.02535423,0.0896645,0.3105731],"study_design_scores_gemma":[0.007672712,0.002451401,0.3761834,0.1388064,0.04516841,0.001119886,0.01199524,0.01955233,0.007473251,0.07946919,0.3077209,0.002386921],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08432942,0.08867415,0.381427,0.01612371,0.005980161,0.2410822,0.1442621,0.002892077,0.03522916],"genre_scores_gemma":[0.3826763,0.009847405,0.2797247,0.002419916,0.0004582775,0.2947855,0.02569382,0.0005289806,0.003864978],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2627387,"threshold_uncertainty_score":0.9091744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9729867357070919,"score_gpt":0.7898538558977549,"score_spread":0.183132879809337,"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."}}