{"id":"W2188085775","doi":"10.29173/irie27","title":"Ethics in Deploying Data to make Wise Decisions","year":2007,"lang":"en","type":"article","venue":"The International Review of Information Ethics","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tata Sons; Anna University; Tata Consultancy Services","keywords":"Scrutiny; Data quality; Objectivity (philosophy); Process (computing); Business ethics; Computer science; Profit (economics); Data science; Knowledge management; Business; Public relations; Marketing; Political science; Economics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.08207837,0.0001383276,0.000352833,0.000657731,0.000187987,0.0002487399,0.004608695,0.0001483704,0.0002906279],"category_scores_gemma":[0.2289781,0.00008468584,0.0001115461,0.001493672,0.00007994804,0.001143469,0.001496621,0.001130995,0.0006719139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009255056,"about_ca_system_score_gemma":0.0003997321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001278848,"about_ca_topic_score_gemma":0.001033396,"domain_scores_codex":[0.9895212,0.0004034104,0.003394926,0.0002812493,0.006159852,0.0002393693],"domain_scores_gemma":[0.9541271,0.03865485,0.001323767,0.002241424,0.00351187,0.0001409638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001162388,0.00005594447,0.001439077,0.0003678712,0.00003316806,0.000006755615,0.01061585,0.001522103,0.00005900659,0.3400657,0.07031482,0.5754035],"study_design_scores_gemma":[0.0002150012,0.00001883782,0.009523166,0.006257934,0.000007480246,0.00003420906,0.0018375,0.005442232,0.00002380319,0.02928709,0.9472004,0.0001523377],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007363703,0.007993572,0.8473119,0.08411641,0.003232061,0.001409344,0.0002312427,0.00005952614,0.04828231],"genre_scores_gemma":[0.8812529,0.006831862,0.0265826,0.08431815,0.0002784595,0.0000236839,0.00008424903,0.0000217573,0.0006063523],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8768856,"threshold_uncertainty_score":0.9451935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5220629272909041,"score_gpt":0.5418662979339997,"score_spread":0.01980337064309556,"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."}}