{"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":"ea8559dfa94e","filters":{"venue":"Business Information Systems"}},"results":[{"id":"W3177586706","doi":"10.52825/bis.v1i.57","title":"Supporting an Expert-centric Process of New Product Introduction With Statistical Machine Learning","year":2021,"lang":"en","type":"article","venue":"Business Information Systems","topic":"Innovation Diffusion and Forecasting","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Computer science; Boosting (machine learning); Process (computing); Machine learning; Product (mathematics); Artificial intelligence; Statistical learning; Gradient boosting; Random forest; Mathematics","authors":[{"name":"Shima Zahmatkesh","is_ca":false},{"name":"Alessio Bernardo","is_ca":false},{"name":"Emanuele Falzone","is_ca":false},{"name":"Edgardo Di Nicola Carena","is_ca":true},{"name":"Emanuele Della Valle","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05456452507442614,"gpt":0.3530994416833621,"spread":0.2985349166089359,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008864821,0.00099141,0.0008948322,0.001964046,0.0005895281,0.00215019,0.001581241,0.001572184,0.002906497],"category_scores_gemma":[0.03429271,0.000591824,0.0006778267,0.001544647,0.0005829606,0.003777852,0.0009858937,0.002349512,0.002083101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00104559,"about_ca_system_score_gemma":0.002586268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006078547,"about_ca_topic_score_gemma":0.008587893,"domain_scores_codex":[0.99691,0.001448837,0.0001812571,0.0005694852,0.0006833855,0.0002071159],"domain_scores_gemma":[0.9558545,0.03140914,0.004204901,0.003982523,0.003965137,0.0005838166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003761148,0.0007907075,0.04022951,0.0004516518,0.0001726674,0.0001879966,0.0006729415,0.5067362,0.008175043,0.01758186,0.009144611,0.4154807],"study_design_scores_gemma":[0.00001930428,0.00007691562,0.004744416,0.00003694071,0.00001309191,0.00003096976,0.00006688111,0.9723632,0.003870933,0.01631532,0.002426227,0.00003574709],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1126643,0.0003075702,0.8747655,0.001438058,0.00007981405,0.0002424663,0.0006788417,0.002804339,0.00701917],"genre_scores_gemma":[0.6844568,0.0002581016,0.3115001,0.00031989,0.0001100611,0.0001655795,0.001095378,0.0001501068,0.001943993],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008864821,"threshold_uncertainty_score":0.04688221,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3179972579","doi":"10.52825/bis.v1i.50","title":"Innovating in Circles","year":2021,"lang":"en","type":"article","venue":"Business Information Systems","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Performative utterance; Meditation; Task (project management); Set (abstract data type); Creativity; Computer science; Productivity; Isolation (microbiology); Feature (linguistics); Engineering; Aesthetics; Psychology; Systems engineering; Economics; Social psychology; Art","authors":[{"name":"Katharina Ebner","is_ca":false},{"name":"Geneviève Bassellier","is_ca":true},{"name":"Stefan Smolnik","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1054399961879653,"gpt":0.3584977144620173,"spread":0.253057718274052,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006423311,0.0004927266,0.0006019108,0.002751291,0.008983535,0.01154851,0.001844671,0.003174324,0.01734681],"category_scores_gemma":[0.02563495,0.0005157595,0.0007256562,0.002045663,0.01462682,0.01238441,0.01347352,0.001809834,0.00375821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003811759,"about_ca_system_score_gemma":0.00403626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002552542,"about_ca_topic_score_gemma":0.0018403,"domain_scores_codex":[0.9898552,0.005233063,0.0002805711,0.001821929,0.001660609,0.001148587],"domain_scores_gemma":[0.9774181,0.008332213,0.002909538,0.005203354,0.002124142,0.004012634],"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":[0.0001508237,0.0002720013,0.009029158,0.0002226326,0.00008140894,0.001553789,0.08531744,0.002735169,0.002429242,0.8194486,0.00296028,0.07579952],"study_design_scores_gemma":[0.0001103936,0.0004202836,0.008444351,0.0003027173,0.00008938251,0.001089261,0.06251075,0.00693066,0.003548484,0.7009509,0.2154826,0.0001200182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5008045,0.00140713,0.1245641,0.006238347,0.0001594806,0.000792019,0.0001163279,0.000502307,0.3654158],"genre_scores_gemma":[0.9681938,0.0002916198,0.01601172,0.0003247945,0.00004040911,0.0001906825,0.00004743292,0.0000580122,0.01484172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01734681,"threshold_uncertainty_score":0.05803084,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}