{"id":"W4404034481","doi":"10.17705/1jais.00895","title":"How Does Big Data Analytics Shape Human Heuristics Adaptation in Strategic Decision-Making? A Perspective of Environmental Uncertainty Contingencies","year":2024,"lang":"en","type":"article","venue":"Journal of the Association for Information Systems","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Big data; Heuristics; Perspective (graphical); Adaptation (eye); Analytics; Data science; Computer science; Management science; Psychology; Artificial intelligence; Data mining; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001574403,0.0001002429,0.0002131799,0.0003723289,0.0001119169,0.0009296663,0.0004770157,0.00007717105,0.000004906927],"category_scores_gemma":[0.001062658,0.00006251711,0.00009167717,0.0004377342,0.00002486029,0.003535362,0.0001136618,0.0001397045,0.000004476333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003800577,"about_ca_system_score_gemma":0.00006472108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008881837,"about_ca_topic_score_gemma":0.0001049862,"domain_scores_codex":[0.9984093,0.00001866184,0.0007737358,0.00008184401,0.0006009638,0.0001154995],"domain_scores_gemma":[0.9971033,0.0002549597,0.001894506,0.0001869858,0.0005542572,0.000005947954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007485339,0.0006322245,0.1062624,0.005827787,0.001997745,0.00001040126,0.01398311,0.1229328,0.001556736,0.6145669,0.03204082,0.0994405],"study_design_scores_gemma":[0.0007182385,0.00003782985,0.01238544,0.001606799,0.0003342843,0.000008917163,0.06293116,0.8215811,0.00002239736,0.01584869,0.08423218,0.0002929131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8676891,0.002053549,0.08805436,0.005368293,0.02331679,0.002922374,0.002988162,0.0001132863,0.007494113],"genre_scores_gemma":[0.9990574,0.00002187297,0.00006361231,0.00004976716,0.0006571042,0.000002844134,0.00006226539,0.000006322238,0.00007878362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6986483,"threshold_uncertainty_score":0.8964793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09734400511000739,"score_gpt":0.3012071004536239,"score_spread":0.2038630953436165,"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."}}