{"id":"W7117647577","doi":"10.1080/00909882.2025.2591370","title":"Rooting in communication – rooting with community: conversations enabled by engaged scholarship","year":2025,"lang":"en","type":"article","venue":"Journal of Applied Communication Research","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Community Based Research Centre","funders":"","keywords":"Scholarship; Organizational communication; Engaged scholarship; Scholarly communication","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.05652984,0.000136583,0.0003086325,0.0008216876,0.008157969,0.0004484665,0.003275623,0.0001645565,0.00006626527],"category_scores_gemma":[0.002147984,0.0001379382,0.00005589119,0.002342895,0.0005406016,0.0004581271,0.0006700255,0.01075473,0.00001483229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000724743,"about_ca_system_score_gemma":0.0007333154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008117286,"about_ca_topic_score_gemma":0.01684778,"domain_scores_codex":[0.9716648,0.02597363,0.000735313,0.0001205525,0.001039161,0.0004665601],"domain_scores_gemma":[0.9852988,0.01134317,0.0004779604,0.001462084,0.00129978,0.000118224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001553396,0.003591939,0.09517241,0.000372912,0.0006443384,0.000006254892,0.5038005,0.004942395,0.007374894,0.2977425,0.008694584,0.0761039],"study_design_scores_gemma":[0.002818087,0.0001413884,0.009630199,0.001304221,0.0000434401,0.000001768736,0.9009573,0.0002907737,0.001563715,0.01209498,0.07088484,0.0002692796],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7986506,0.0009800323,0.0002644764,0.01329455,0.00002996089,0.0005631516,0.000001272401,0.00005710737,0.1861589],"genre_scores_gemma":[0.9945842,0.001133409,0.00334685,0.0002884369,0.00001878962,0.00005456241,0.00002837224,0.0000179842,0.0005274066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3971568,"threshold_uncertainty_score":0.9984878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1098661714629557,"score_gpt":0.4178164251495043,"score_spread":0.3079502536865486,"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."}}