{"id":"W4393373770","doi":"10.46299/isg.p.2024.1.13","title":"INFORMATION AND INNOVATIVE TECHNOLOGIES IN THE DEVELOPMENT OF SOCIETY","year":2024,"lang":"en","type":"article","venue":"","topic":"Business and Economic Development","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Baki Dövlət Universiteti; Xidian University; Sumy State University; Kungliga Tekniska Högskolan; University of Miami; York University; Ohio State University; Lviv Polytechnic National University; Arizona State University; DePaul University; Southern Methodist University; Tianjin University; Carnegie Mellon University; Northwestern University; University of Southern California","keywords":"Computer science; Development (topology); Knowledge management; Data science; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.002486482,0.000535499,0.0005439122,0.001957918,0.001515431,0.007136722,0.0008179484,0.002076762,0.01394095],"category_scores_gemma":[0.002547617,0.0001739534,0.0002609663,0.003233414,0.008476915,0.007062614,0.004492112,0.002000943,0.002357292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002667535,"about_ca_system_score_gemma":0.003484929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001390898,"about_ca_topic_score_gemma":0.001614665,"domain_scores_codex":[0.997857,0.0008724641,0.0001247432,0.0002058135,0.000751783,0.0001881467],"domain_scores_gemma":[0.9985117,0.0007328293,0.0001508491,0.000172602,0.0002297938,0.0002021979],"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":[0.000005831093,0.00001677579,0.0002303208,0.000147259,0.000005817474,0.0001079147,0.0008339404,0.0003036239,0.0001739218,0.9393676,0.01194404,0.04686295],"study_design_scores_gemma":[0.000004972684,0.00002489379,0.0005376018,0.0004991759,0.000005655537,0.0002262393,0.00100469,0.000289394,0.0002188343,0.4878998,0.5092729,0.00001594765],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01150566,0.1730848,0.036096,0.05750809,0.004163068,0.0001469369,0.0002922222,0.0002181566,0.7169852],"genre_scores_gemma":[0.4498666,0.2856357,0.05501968,0.008906699,0.005899248,0.0004369553,0.0004626529,0.0001509389,0.1936215],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01394095,"threshold_uncertainty_score":0.04663718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009788548760312411,"score_gpt":0.1988417216856599,"score_spread":0.1890531729253475,"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."}}