{"id":"W7119050413","doi":"10.51587/3068-3580/us-2025-12-2-4-16","title":"INTERNATIONAL MODELS OF PUBLISHING REGULATION","year":2025,"lang":"","type":"article","venue":"University science","topic":"Scientific Research and Philosophical Inquiry","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Context (archaeology); Autonomy; Ukrainian; Globalization; Process (computing); State (computer science)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","open_science"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.002861404,0.0001101075,0.0001462045,0.001644167,0.0006921352,0.001472416,0.006673485,0.0001055012,0.0001233013],"category_scores_gemma":[0.0007902424,0.0001234717,0.00009268353,0.006926249,0.003002481,0.01402538,0.002569968,0.0003152041,0.00001434708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003514447,"about_ca_system_score_gemma":0.001559805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001451617,"about_ca_topic_score_gemma":0.000005018804,"domain_scores_codex":[0.9967355,0.0001139386,0.0002437669,0.0008151357,0.001653211,0.0004384074],"domain_scores_gemma":[0.9969743,0.0001786476,0.0001621391,0.0008056117,0.00163729,0.0002420137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002889474,0.00007900457,0.0001993773,0.00001491124,0.00001249248,0.000006639617,0.0007579385,0.003224174,0.004006382,0.9568412,0.002402383,0.03242661],"study_design_scores_gemma":[0.0003089739,0.00002924115,0.002397122,0.0001078991,0.000005664598,0.000001234275,0.0002363075,0.8615055,0.002754983,0.1238433,0.008698849,0.0001108524],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009215107,0.00003978568,0.5957262,0.01539549,0.002995681,0.0001440622,0.00001568488,0.00003115665,0.3764368],"genre_scores_gemma":[0.9851585,0.00005384133,0.006408316,0.0001113638,0.00004629858,8.123227e-8,0.00000208479,0.000001325335,0.008218178],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9759434,"threshold_uncertainty_score":0.9997649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07500436843887917,"score_gpt":0.292061798630819,"score_spread":0.2170574301919399,"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."}}