{"id":"W2729986203","doi":"10.1177/0007650317718129","title":"Quants and Poets: Advancing Methods and Methodologies in Business and Society Research","year":2017,"lang":"en","type":"article","venue":"Business & Society","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Mainstream; Field (mathematics); Engineering ethics; Management science; Political science; Sociology; 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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006965699,0.0004166204,0.0006204033,0.000129204,0.001808799,0.001232261,0.0005045313,0.000313868,0.00002301895],"category_scores_gemma":[0.003604437,0.0003884094,0.00008631358,0.0008362239,0.002340159,0.003323732,0.002933111,0.0004951425,0.000004137279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001871717,"about_ca_system_score_gemma":0.00005861117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005621152,"about_ca_topic_score_gemma":0.0002812768,"domain_scores_codex":[0.9970974,0.0001473991,0.0004473571,0.000974924,0.0004461751,0.0008867481],"domain_scores_gemma":[0.9976174,0.0007354278,0.0003267483,0.0007864384,0.0004909386,0.00004304874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001447377,0.0002707927,0.8313459,0.006220067,0.0001172231,0.00003699705,0.003250201,0.0001129999,0.01009571,0.004801258,0.002897732,0.1407063],"study_design_scores_gemma":[0.001048018,0.000005013473,0.9713729,0.0001806729,0.00004530752,0.0000105106,0.006716555,0.001626084,0.00006213165,0.01065621,0.007820443,0.0004561548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829956,0.001870701,0.003809801,0.009765732,0.0002941118,0.0006910017,0.000004062646,0.0001113979,0.0004575793],"genre_scores_gemma":[0.8892449,0.004680078,0.1040353,0.001103804,0.000586543,0.0001111471,0.00001462087,0.00009356703,0.0001299903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1402502,"threshold_uncertainty_score":0.9998568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1201155069614667,"score_gpt":0.4260813576906009,"score_spread":0.3059658507291342,"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."}}