{"id":"W2643182942","doi":"10.3968/9581","title":"Sustaining Communal Media for Development in the Age of Globalization","year":2017,"lang":"en","type":"article","venue":"Cross-cultural communication","topic":"Globalization and Cultural Identity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizen journalism; Development communication; Sustainable development; Interpersonal communication; Globalization; Participatory development; Public relations; Sociology; Face (sociological concept); Indigenous; Political science; Social science; Law; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005592823,0.000331642,0.0002373016,0.001229428,0.005951419,0.01264532,0.0006371776,0.001857476,0.006230108],"category_scores_gemma":[0.00661544,0.0001622482,0.0002247982,0.001035122,0.007654547,0.0124833,0.01124561,0.001961078,0.0007556687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001836113,"about_ca_system_score_gemma":0.003040336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001044061,"about_ca_topic_score_gemma":0.001674224,"domain_scores_codex":[0.9977436,0.001357527,0.00006901971,0.000140886,0.0003326017,0.0003564733],"domain_scores_gemma":[0.9943689,0.002496551,0.0009450903,0.0006432856,0.0006224989,0.0009237786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004511446,0.00008280689,0.006216564,0.0003886057,0.00001853762,0.001038202,0.09146857,0.0003018242,0.001298524,0.7596456,0.009225539,0.1302701],"study_design_scores_gemma":[0.00001171214,0.0001411346,0.006645911,0.001356461,0.00002704249,0.000847934,0.1224867,0.0006119736,0.001509592,0.2073683,0.6589466,0.00004655425],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.227419,0.01736197,0.01956929,0.1024471,0.001546473,0.00014189,0.0001003922,0.000162084,0.6312519],"genre_scores_gemma":[0.9814606,0.00407205,0.002431961,0.001448017,0.0004172044,0.00006384548,0.00001746824,0.00002689343,0.01006188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01264532,"threshold_uncertainty_score":0.02957803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08159074882172185,"score_gpt":0.4233880960540501,"score_spread":0.3417973472323283,"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."}}