{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.03471946,0.00007935383,0.0001777599,0.0005892137,0.005470651,0.0003713059,0.001826037,0.00006226193,0.00001174026],"category_scores_gemma":[0.01027624,0.00008242583,0.00001664073,0.003988817,0.005188514,0.001680407,0.0009145693,0.001574311,0.000004598121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003838455,"about_ca_system_score_gemma":0.0004378162,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05112908,"about_ca_topic_score_gemma":0.0246045,"domain_scores_codex":[0.9876586,0.009751732,0.0004352075,0.0002575221,0.001453956,0.0004430187],"domain_scores_gemma":[0.9955384,0.001663882,0.0001452927,0.001252568,0.001134666,0.0002652147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000038317,0.0007043497,0.01604282,0.00002058267,0.0000038319,0.00001349527,0.947219,0.00001925907,0.002043136,0.004307961,0.0002274259,0.0293598],"study_design_scores_gemma":[0.0004830396,0.0004035373,0.009493099,0.0001133638,0.0000033277,0.00003739924,0.9847226,0.0007403088,0.0003800612,0.002779474,0.0007351296,0.000108721],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846529,0.001089657,0.000004709118,0.006248073,0.00004477916,0.0007061961,0.000001165796,0.00002862001,0.00722389],"genre_scores_gemma":[0.9982781,0.001310161,0.0002643738,0.00002782857,0.00004026431,0.00004755036,0.000002013707,0.000007658675,0.00002205357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03750352,"threshold_uncertainty_score":0.9980606,"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."}}