{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"0d4a204d6e80","filters":{"venue":"Artificial Societies"}},"results":[{"id":"W4406936531","doi":"10.18254/s207751800033227-8","title":"Artificial Intelligence implementation for natural Disasters Management: systematization of approaches and risk clustering","year":2024,"lang":"en","type":"article","venue":"Artificial Societies","topic":"Economic and Technological Systems Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Cluster analysis; Natural disaster; Natural (archaeology); Computer science; Risk management; Risk analysis (engineering); Business; Artificial intelligence; Geography","authors":[{"name":"Anna Abramova","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04870818248394405,"gpt":0.2561330559290628,"spread":0.2074248734451188,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005830461,0.000567353,0.0005094204,0.002205903,0.00116972,0.005113028,0.001878409,0.0008596601,0.002790864],"category_scores_gemma":[0.007997727,0.000388891,0.0007402492,0.002860754,0.002580267,0.003945013,0.003128604,0.001596874,0.0005831987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003759655,"about_ca_system_score_gemma":0.003957316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004238251,"about_ca_topic_score_gemma":0.0046386,"domain_scores_codex":[0.9936839,0.003736718,0.000432062,0.0008156867,0.001097091,0.0002345259],"domain_scores_gemma":[0.9956861,0.001936474,0.0006248389,0.0008816015,0.0006859384,0.0001851228],"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":[0.0001210493,0.0003917947,0.009742571,0.0005112852,0.0002993256,0.0001777304,0.005565188,0.1193723,0.004433962,0.457004,0.003661498,0.3987194],"study_design_scores_gemma":[0.00005019958,0.0002652068,0.006418029,0.0003564723,0.0001002911,0.0002399792,0.005405909,0.4839333,0.005131303,0.4401644,0.05783348,0.0001014904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.03309194,0.0004142279,0.9294649,0.001923388,0.00005213447,0.0006463989,0.00009555657,0.0007319938,0.03357944],"genre_scores_gemma":[0.4488062,0.00052113,0.5453348,0.0001873147,0.00004500558,0.0005688972,0.0002697452,0.00009971298,0.004167297],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.005830461,"threshold_uncertainty_score":0.03083485,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7116982804","doi":"10.18254/s207751800037159-3","title":"Artificial Intelligence in Creative Industries: Demand Generation in a New Segment of the Global Technology Market","year":2025,"lang":"en","type":"article","venue":"Artificial Societies","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Demand forecasting; Product (mathematics); Supply and demand; New product development; Market segmentation; Production (economics)","authors":[{"name":"Anna Abramova","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05676776187034394,"gpt":0.3198566950416655,"spread":0.2630889331713215,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005110325,0.0001442755,0.0001686029,0.0009223041,0.001068287,0.003667901,0.0003424485,0.001426227,0.0078673],"category_scores_gemma":[0.00149172,0.0001230101,0.0002515705,0.002266569,0.001184168,0.004254902,0.001484501,0.0008554657,0.0007065584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001551941,"about_ca_system_score_gemma":0.0008880448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002481273,"about_ca_topic_score_gemma":0.004593068,"domain_scores_codex":[0.9996021,0.0001022321,0.00001361037,0.00005056391,0.0001304978,0.0001009781],"domain_scores_gemma":[0.9990804,0.0003542091,0.0001503174,0.00004242031,0.0001429435,0.0002297143],"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":[0.0005719473,0.0005820011,0.2055174,0.0006297285,0.00004681783,0.003591788,0.04209949,0.00325601,0.009334055,0.3635451,0.04102449,0.3298012],"study_design_scores_gemma":[0.00009862211,0.0003378898,0.4559913,0.0003979868,0.00005284407,0.002677627,0.1220292,0.01824012,0.003185442,0.161643,0.2351785,0.0001675836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8092806,0.002197477,0.003152753,0.02160205,0.000122123,0.00004351508,0.0003678986,0.00003750183,0.1631961],"genre_scores_gemma":[0.9916878,0.001148204,0.000544256,0.0006523895,0.0001225426,0.00001441062,0.0001201282,0.00001120737,0.00569891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0078673,"threshold_uncertainty_score":0.02631879,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}