{"id":"W6940162222","doi":"10.6084/m9.figshare.26596925.v1","title":"Additional file 2 of Evaluating the quality of research co-production: Research Quality Plus for Co-Production (RQ + 4 Co-Pro)","year":2024,"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":"University of Ottawa; McGill University; Western University; Michael Smith Health Research BC; University of Toronto; Canadian Cancer Society; Dalhousie University; University of Manitoba; Ottawa Hospital","funders":"","keywords":"Quality (philosophy); Data collection; Data quality; Data file; Quality assurance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0185983,0.001745631,0.002499155,0.007109864,0.001304747,0.003798948,0.002530145,0.002263658,0.8862973],"category_scores_gemma":[0.2076562,0.001691343,0.002801313,0.009477934,0.0006018408,0.004078516,0.002988741,0.001530389,0.1392624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00279526,"about_ca_system_score_gemma":0.006572311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005878945,"about_ca_topic_score_gemma":0.01136921,"domain_scores_codex":[0.9887325,0.004337108,0.003447835,0.001133794,0.00182708,0.0005217249],"domain_scores_gemma":[0.6722756,0.2742841,0.01623634,0.009183214,0.02572849,0.002292246],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006678564,0.00008163483,0.001503942,0.02607182,0.0001905899,0.00004966371,0.000158515,0.0004442252,0.00007224952,0.001502029,0.9540678,0.01518973],"study_design_scores_gemma":[0.01429692,0.0003587929,0.01545663,0.01937471,0.0008554988,0.0002920723,0.000615526,0.001695974,0.0007489197,0.01961678,0.9264023,0.0002858776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.0002104214,0.00006916742,0.001112856,0.0004214065,0.00007368412,0.00128984,0.9940127,0.0008175822,0.001992309],"genre_scores_gemma":[0.01499446,0.0007016162,0.04892606,0.002808616,0.0005242496,0.07165763,0.8256325,0.005294499,0.0294603],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9814017,"threshold_uncertainty_score":0.1621831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9845324876531705,"score_gpt":0.7636476037440473,"score_spread":0.2208848839091232,"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."}}