{"id":"W2954393889","doi":"10.25073/2588-1159/vnuer.4260","title":"Role of Scientific Working Groups in International Publications in the Field of Natural Science and Engineering","year":2019,"lang":"en","type":"article","venue":"VNU Journal of Science Education Research","topic":"Research studies in Vietnam","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Scientific publishing; Web of science; Publishing; Chemistry; Political science; Computer science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.044673,0.0005034901,0.0007719675,0.009124517,0.01007976,0.01808523,0.002234233,0.002778416,0.01816777],"category_scores_gemma":[0.1313503,0.0003500766,0.0006827127,0.009572406,0.004836728,0.009422767,0.009203572,0.002832662,0.005089008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004082283,"about_ca_system_score_gemma":0.01018816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002449196,"about_ca_topic_score_gemma":0.002254518,"domain_scores_codex":[0.9458686,0.02768533,0.005099678,0.003604111,0.01216904,0.005573332],"domain_scores_gemma":[0.7369886,0.1093297,0.06028925,0.01361932,0.03469236,0.04508073],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004866912,0.0008865379,0.5440279,0.001030211,0.0002322369,0.001731493,0.1333153,0.0003245716,0.001227332,0.05895507,0.05344113,0.2043416],"study_design_scores_gemma":[0.000129808,0.0006652211,0.3316746,0.001965956,0.0002156041,0.001077506,0.2485729,0.0008606252,0.001631509,0.02301303,0.3899828,0.0002104821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6417015,0.01106363,0.005416406,0.05303694,0.00325392,0.0008821228,0.001091747,0.0003537965,0.2831999],"genre_scores_gemma":[0.9512849,0.00311127,0.002967349,0.002493947,0.0009962887,0.0005728236,0.000656551,0.0001797696,0.03773727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.955327,"threshold_uncertainty_score":0.2362562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02583940877482453,"score_gpt":0.3853751731634101,"score_spread":0.3595357643885855,"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."}}