{"id":"W3029981173","doi":"10.1177/1075547020927032","title":"Blending Research, Journalism, and Community Expertise: A Case Study of Coproduction in Research Communication","year":2020,"lang":"en","type":"article","venue":"Science Communication","topic":"Radio, Podcasts, and Digital Media","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Coproduction; Public relations; Stakeholder; Perception; Sociology; Political science; Psychology","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.06756024,0.001136995,0.001159766,0.004665878,0.02891516,0.01581193,0.004935851,0.007553465,0.003002622],"category_scores_gemma":[0.09457179,0.001565966,0.001202547,0.004477878,0.03060375,0.0145189,0.02743314,0.008665907,0.0005799046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004907837,"about_ca_system_score_gemma":0.007407069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0028707,"about_ca_topic_score_gemma":0.006219854,"domain_scores_codex":[0.8700451,0.1160525,0.002105216,0.003195486,0.004620823,0.003980929],"domain_scores_gemma":[0.7749354,0.1851278,0.01103451,0.01533321,0.004956448,0.008612576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000717112,0.0002060597,0.0019064,0.0002253126,0.00001509413,0.003728152,0.9752426,0.00006822185,0.0008346572,0.004630182,0.0005066026,0.01256491],"study_design_scores_gemma":[0.00005370332,0.0003705921,0.001863224,0.0004491651,0.00004036033,0.006609178,0.9534783,0.0004408864,0.001366398,0.003896698,0.03136766,0.00006383128],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475562,0.001561665,0.0152918,0.008248192,0.0003341204,0.0006305032,0.00004028477,0.000105609,0.02623168],"genre_scores_gemma":[0.9819729,0.0008652034,0.01195707,0.001060503,0.0001714485,0.0004163305,0.00002100125,0.000077175,0.003458298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9841881,"threshold_uncertainty_score":0.3572969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6410239652299194,"score_gpt":0.5709801909680697,"score_spread":0.07004377426184971,"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."}}