{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0122208,0.0001453245,0.0002297099,0.001115353,0.008086353,0.009515836,0.0006361809,0.00106513,0.003578896],"category_scores_gemma":[0.0308542,0.0003296901,0.0001266275,0.002070043,0.008751562,0.003327075,0.00361158,0.00251365,0.0002412654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004538246,"about_ca_system_score_gemma":0.00997859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02171351,"about_ca_topic_score_gemma":0.03141483,"domain_scores_codex":[0.9888971,0.007001451,0.0005580611,0.000427077,0.001233333,0.001882856],"domain_scores_gemma":[0.937143,0.03739333,0.01072702,0.001515468,0.004172884,0.009048233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001716769,0.0001296459,0.1908172,0.0004767793,0.00004173157,0.004910564,0.7225329,0.0002277531,0.001412231,0.04503464,0.005555225,0.02868967],"study_design_scores_gemma":[0.00001593251,0.00006340027,0.05960117,0.000221102,0.00001299434,0.0006794521,0.8972042,0.0002136585,0.0004473319,0.005023865,0.03648514,0.00003176219],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507345,0.0005293261,0.0003122634,0.02024459,0.00008229286,0.00004057925,0.00004842931,0.00000865072,0.0279994],"genre_scores_gemma":[0.9978655,0.000236351,0.0001117926,0.00072714,0.00001897102,0.00001289748,0.000009038285,0.000005576643,0.001012738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9904842,"threshold_uncertainty_score":0.06463057,"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."}}