{"id":"W3205781708","doi":"10.2139/ssrn.3919658","title":"Does Industry Classification Matter in IT Business Value Research?","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Value (mathematics); Business; Industrial organization; Statistics; Mathematics","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":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00284528,0.0001640332,0.0001796965,0.0004711726,0.0002953885,0.0006035297,0.0005171689,0.0002397277,0.001494489],"category_scores_gemma":[0.0003939571,0.0001146082,0.00005012397,0.002082105,0.00009360486,0.001692954,0.0002115726,0.003726329,0.0008615976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000442551,"about_ca_system_score_gemma":0.001208934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005660081,"about_ca_topic_score_gemma":0.002367573,"domain_scores_codex":[0.9967524,0.00006527409,0.0003915347,0.0003601023,0.0005359609,0.001894747],"domain_scores_gemma":[0.9986028,0.00005279082,0.000161728,0.0003330038,0.0008329561,0.00001670858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001100663,0.000453686,0.300946,0.0001901452,0.00007705339,0.00009420233,0.0000670318,0.0001245146,0.003222565,0.6409324,0.01649289,0.03728945],"study_design_scores_gemma":[0.0006711606,0.00000987139,0.2369981,0.0003483515,0.00003929747,0.0001841652,0.006385842,0.0008031135,0.0003201297,0.596139,0.1575843,0.000516644],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8678786,0.0009910765,0.003341791,0.0952246,0.001969432,0.0003087376,0.000004276045,0.00006883442,0.03021272],"genre_scores_gemma":[0.9913045,0.0008017317,0.00003074203,0.001418245,0.001990957,0.0000119162,0.0000354247,0.00003028208,0.004376158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1410914,"threshold_uncertainty_score":0.9999164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08929283472610201,"score_gpt":0.3435181929211141,"score_spread":0.2542253581950121,"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."}}