{"id":"W3045949625","doi":"","title":"Custodians of Rationality: Data Science Professionals and the Process of Information Production in Organizations.","year":2020,"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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Custodians; Rationality; Production (economics); Process (computing); Computer science; Knowledge management; Process management; Data science; Business; Epistemology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.03257581,0.0004002942,0.0003948332,0.003969575,0.007194499,0.02054293,0.001213669,0.006257288,0.004032248],"category_scores_gemma":[0.06251983,0.0006964709,0.0005635298,0.003678301,0.05420538,0.02346504,0.008806633,0.005479556,0.0005319453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00749015,"about_ca_system_score_gemma":0.01543979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007596765,"about_ca_topic_score_gemma":0.005053588,"domain_scores_codex":[0.9761126,0.01835766,0.0006937862,0.001261664,0.002554516,0.001019898],"domain_scores_gemma":[0.903511,0.08318432,0.004740959,0.003349635,0.003103341,0.002110737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004139786,0.00002823671,0.002559003,0.00007304109,0.0000115231,0.000252369,0.09350633,0.0002397807,0.0001682752,0.8897426,0.002455687,0.01092181],"study_design_scores_gemma":[0.00003839421,0.00003232704,0.001932785,0.0004031701,0.00002290951,0.0002145912,0.04599261,0.001973366,0.0004885366,0.9021838,0.04668183,0.00003566118],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2037805,0.01985229,0.1188355,0.2844139,0.0007048933,0.0002469991,0.0001672428,0.0001602845,0.3718384],"genre_scores_gemma":[0.9813945,0.002481794,0.007867059,0.002807295,0.0001691569,0.00008949138,0.00003412646,0.00004554707,0.00511113],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9928055,"threshold_uncertainty_score":0.1722794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04432552216330568,"score_gpt":0.298822192788063,"score_spread":0.2544966706247573,"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."}}