{"id":"W4405454044","doi":"10.21272/esbp.2024.3-08","title":"Innovation as a catalyst for business transformation","year":2024,"lang":"en","type":"article","venue":"Economic sustainability and business practices","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Education and Science of Ukraine","keywords":"Transformation (genetics); Catalysis; Business; Process management; Business transformation; Business model; Electronic business; Marketing; Chemistry; Business relationship management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005904345,0.0004786124,0.0007314187,0.008227223,0.001800603,0.01227397,0.0007982092,0.001916608,0.006699715],"category_scores_gemma":[0.01042813,0.0002334021,0.0009134789,0.00963813,0.005164558,0.007321998,0.005995031,0.001411548,0.001037726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004828647,"about_ca_system_score_gemma":0.004684031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004922692,"about_ca_topic_score_gemma":0.0005505531,"domain_scores_codex":[0.9906309,0.003399033,0.0004872606,0.00101249,0.003454232,0.001016065],"domain_scores_gemma":[0.9884367,0.007035213,0.001655325,0.0007925215,0.001247358,0.0008329112],"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":[0.0001223012,0.000170279,0.02115283,0.002890038,0.0001555513,0.001066392,0.007320423,0.003038062,0.002877635,0.7340645,0.005760886,0.2213812],"study_design_scores_gemma":[0.00004149701,0.0003559218,0.04775849,0.003187244,0.0002889887,0.002219989,0.02184676,0.007221129,0.01226233,0.4771383,0.4275366,0.0001428362],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2937724,0.06007165,0.05571967,0.02601507,0.001610974,0.000646077,0.0005291307,0.0003907268,0.5612444],"genre_scores_gemma":[0.9622545,0.01646782,0.009259683,0.000729234,0.0005009801,0.000222814,0.0001980454,0.00004312905,0.0103238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01227397,"threshold_uncertainty_score":0.03503448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02492994881807918,"score_gpt":0.2943611769635218,"score_spread":0.2694312281454426,"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."}}