{"id":"W4385423981","doi":"10.22323/2.22040204","title":"Besieged from all sides: impediments to science journalism in a developing country and their global implications","year":2023,"lang":"en","type":"article","venue":"Journal of Science Communication","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bộ Giáo dục và Ðào tạo; International Development Research Centre","keywords":"Journalism; Battle; Status quo; Political science; Vietnamese; Normative; Context (archaeology); Public relations; Politics; Media studies; Sociology; Law; History","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.02703439,0.0001149687,0.0002604865,0.001266357,0.0009054782,0.002467419,0.008761466,0.00006171676,0.000008267207],"category_scores_gemma":[0.01243006,0.00007969296,0.00003527947,0.01121016,0.001240092,0.006571207,0.001739431,0.0004225903,0.00002118103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006019767,"about_ca_system_score_gemma":0.001587117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003080069,"about_ca_topic_score_gemma":0.0001272973,"domain_scores_codex":[0.995997,0.0001944246,0.001097231,0.000354849,0.001953959,0.0004025867],"domain_scores_gemma":[0.9953774,0.00116936,0.0008535461,0.0008158247,0.001427382,0.000356474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001015201,0.0001537611,0.6214529,0.000005599114,0.00003537758,0.00001004583,0.0394552,0.001748347,0.07691211,0.03235246,0.02774271,0.20003],"study_design_scores_gemma":[0.0002909159,0.00002704064,0.8672684,0.0001499798,0.000004412402,0.00005703821,0.008531364,0.00194759,0.0009386787,0.1143694,0.006272835,0.0001422963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617935,0.0003398276,0.001635369,0.03512003,0.0002796947,0.0001206903,0.00001521635,0.00001375278,0.0006819242],"genre_scores_gemma":[0.9930653,0.0004811037,0.004685053,0.001699433,0.00004407617,0.000004062988,0.000001466642,0.000003778369,0.0000157235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2458156,"threshold_uncertainty_score":0.9985681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1443527324088257,"score_gpt":0.4685787653243745,"score_spread":0.3242260329155487,"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."}}