{"id":"W4220738469","doi":"10.1186/s43058-022-00265-7","title":"Evaluating research co-production: protocol for the Research Quality Plus for Co-Production (RQ+ 4 Co-Pro) framework","year":2022,"lang":"en","type":"article","venue":"Implementation Science Communications","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Michael Smith Health Research BC; University of Toronto; Western University; Public Health Ontario; George & Fay Yee Centre for Healthcare Innovation; McGill University; University of Ottawa; Canadian Cancer Society; Dalhousie University; University of Manitoba; Ottawa Hospital; International Development Research Centre","funders":"Canadian Institutes of Health Research","keywords":"Production (economics); Relevance (law); Quality (philosophy); Knowledge translation; Knowledge management; Test (biology); Protocol (science); Field (mathematics); Psychology; Process management; Computer science; Business; Medicine; Political science; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"evaluation","study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.2269043,0.0002537372,0.0003582569,0.001274686,0.07902868,0.0003231644,0.005497394,0.0001027657,0.002198713],"category_scores_gemma":[0.05041918,0.0002295357,0.0001201691,0.00710884,0.003926242,0.001275715,0.001572146,0.002606308,0.0001826011],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004587653,"about_ca_system_score_gemma":0.01280358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001320878,"about_ca_topic_score_gemma":0.001013127,"domain_scores_codex":[0.9699161,0.01642759,0.002842579,0.001507683,0.006647254,0.002658764],"domain_scores_gemma":[0.9361185,0.0473568,0.001418191,0.005485099,0.009184462,0.0004369154],"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":[0.0008624157,0.0004075937,0.01113383,0.0007589991,0.00005371628,1.641235e-7,0.1616311,0.0008468527,0.0240129,0.1941359,0.5572491,0.04890733],"study_design_scores_gemma":[0.002166689,0.0006012716,0.006443878,0.0000584997,0.00001257564,0.000003842038,0.2299802,0.00190189,0.002222018,0.01678619,0.7395385,0.0002844741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0166419,0.00003280476,0.02246579,0.3338425,0.002090701,0.6199169,0.001314367,0.0003328052,0.003362264],"genre_scores_gemma":[0.09255409,0.00001860004,0.03949331,0.003308553,0.000781645,0.8620806,0.0002199182,0.00005241104,0.001490854],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.3305339,"threshold_uncertainty_score":0.9998834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9847313572473071,"score_gpt":0.893259375979327,"score_spread":0.09147198126798006,"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."}}