{"id":"W4400787988","doi":"10.25730/vsu.7606.23.035","title":"Наука и лженаука: проблема демаркации","year":2024,"lang":"en","type":"article","venue":"Vestnik Vâtskogo gosudarstvennogo universiteta.","topic":"Education and Social Development in Ukraine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009021466,0.0002776688,0.0002776162,0.0004945659,0.001304849,0.0004085307,0.0006452533,0.0002632727,0.003770783],"category_scores_gemma":[0.0001710516,0.0003117554,0.0002219146,0.001766944,0.0005779103,0.0008505558,0.000118841,0.0004078194,0.002336678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007000684,"about_ca_system_score_gemma":0.001429772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007442952,"about_ca_topic_score_gemma":0.0006406716,"domain_scores_codex":[0.9973263,0.0003085189,0.0003105577,0.0005791701,0.0007313208,0.0007441322],"domain_scores_gemma":[0.9986372,0.0003379436,0.00007803032,0.0003268288,0.0001818067,0.0004381876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001845877,0.0001321294,0.00121617,0.00006183516,0.0001579971,0.0002014698,0.07638845,0.000008584899,0.0002166796,0.8200003,0.08350181,0.01809611],"study_design_scores_gemma":[0.0002213896,0.00003302887,0.001281296,0.00009521165,0.00005397888,0.000004599715,0.0157205,0.00003388498,0.00004194566,0.005505994,0.976603,0.0004051908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08866515,0.002175145,0.0004539716,0.01787226,0.004251585,0.0005173321,0.00004759404,0.001416928,0.8846],"genre_scores_gemma":[0.8324949,0.00138614,0.001299994,0.001073611,0.001000389,0.000009597873,0.00007910182,0.00005807411,0.1625982],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8931012,"threshold_uncertainty_score":0.9999953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01760352325531548,"score_gpt":0.3335795083828934,"score_spread":0.3159759851275779,"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."}}