{"id":"W4412951213","doi":"10.34172/ijhpm.9302","title":"Reinforcing the Research Coproduction Impact Pathway: A Response to Recent Commentaries","year":2025,"lang":"en","type":"article","venue":"International Journal of Health Policy and Management","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Ottawa; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Coproduction; Political science; Business; Public relations","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2231996,0.002868172,0.003549299,0.005460437,0.02162883,0.03357681,0.01869289,0.2080107,0.01860869],"category_scores_gemma":[0.5348855,0.003695136,0.006175087,0.00799416,0.0414391,0.02890791,0.02793613,0.1863896,0.008116216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02477054,"about_ca_system_score_gemma":0.09819923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03075156,"about_ca_topic_score_gemma":0.03509737,"domain_scores_codex":[0.7986307,0.05150754,0.0313089,0.02753109,0.0715125,0.0195091],"domain_scores_gemma":[0.2352824,0.5883192,0.03424049,0.01899741,0.08451248,0.03864807],"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":[0.0000818164,0.00006623774,0.0009497048,0.0003408261,0.00008838215,0.0005124436,0.002970065,0.0001710503,0.0003445509,0.03406291,0.9538291,0.00658292],"study_design_scores_gemma":[0.0003721093,0.0001294638,0.003392392,0.003118015,0.0002788396,0.000408409,0.006155857,0.0008421175,0.001034844,0.05407272,0.9297098,0.0004853442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001184664,0.0001862475,0.0001447161,0.9944944,0.004470809,0.00001242002,0.00002377236,0.00001941272,0.0005296583],"genre_scores_gemma":[0.001639302,0.00015836,0.0004519322,0.9909549,0.005917595,0.0000531472,0.00001529137,0.00003981195,0.0007696751],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7768004,"threshold_uncertainty_score":0.9579332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.177589780950804,"score_gpt":0.5390338727545173,"score_spread":0.3614440918037133,"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."}}