{"id":"W6904654419","doi":"10.1371/journal.pone.0307367.s003","title":"Study quality assessment using the Newcastle-Ottawa Scale.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Quality assessment; Risk assessment; Data collection; Work (physics)","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":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006191318,0.0001360986,0.0002417019,0.0002288162,0.0002863167,0.001116618,0.001029559,0.00005148831,0.08609752],"category_scores_gemma":[0.08258769,0.0000707344,0.0001420469,0.002722129,0.0000121513,0.0002189592,0.000431169,0.0002978309,0.000999617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000565366,"about_ca_system_score_gemma":0.0001294856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004852199,"about_ca_topic_score_gemma":0.00002748801,"domain_scores_codex":[0.9960064,0.00115933,0.000606456,0.0005610783,0.001400295,0.0002664797],"domain_scores_gemma":[0.9567027,0.04173599,0.0002016103,0.0009947406,0.0002724511,0.00009253008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00000406698,0.0001210714,0.03242624,0.00003680774,0.00005134619,0.00008287357,0.001154732,0.0002425744,0.00007842562,0.0001292239,0.7380962,0.2275764],"study_design_scores_gemma":[0.0002359187,0.0001374235,0.6808836,0.0004372028,0.00002123314,0.00004256007,0.01095735,0.01217697,0.00002918265,0.005527041,0.289223,0.0003286109],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6674638,0.005875414,0.006016515,0.003981887,0.007422069,0.003765801,0.1365264,0.001488108,0.16746],"genre_scores_gemma":[0.9928328,6.017215e-7,0.004931115,0.0002034168,0.0003840863,0.00006282905,0.0003875253,0.00001728148,0.001180394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6484573,"threshold_uncertainty_score":0.9999203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9015665323254481,"score_gpt":0.6385000775069511,"score_spread":0.263066454818497,"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."}}