{"id":"W2014859697","doi":"10.1177/0270467612455752","title":"Can We Save Industry From Itself?","year":2012,"lang":"en","type":"article","venue":"Bulletin of Science Technology & Society","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Business","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008132298,0.000118241,0.0001625801,0.0002200065,0.000359015,0.00004821448,0.0005583866,0.0003167595,0.001251942],"category_scores_gemma":[0.00009539349,0.0001143941,0.00005701838,0.001111208,0.001760512,0.0001886807,0.0003752445,0.0003549898,0.0003979795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001104237,"about_ca_system_score_gemma":0.00008537704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001416003,"about_ca_topic_score_gemma":0.000003499535,"domain_scores_codex":[0.9988539,0.000002007175,0.0002672144,0.0002414824,0.0002114647,0.0004238987],"domain_scores_gemma":[0.9993142,0.00001634342,0.0002427075,0.0002298496,0.0001820262,0.00001485898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004575718,0.0002243729,0.2595091,0.00004668187,0.00006319248,9.175175e-7,0.002549459,0.000003932957,0.00765169,0.373295,0.3374749,0.01917604],"study_design_scores_gemma":[0.0003304979,0.000003691503,0.02570713,0.00002840663,0.00001371841,0.000001034369,0.01635581,0.00004758437,0.003250729,0.006392211,0.9476159,0.0002532434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9071853,0.00009233879,0.00002844301,0.07192821,0.0005465563,0.0001143505,0.000002280848,0.0001912933,0.01991128],"genre_scores_gemma":[0.9893141,0.00002248869,0.003865814,0.005856113,0.0002526914,0.0000135907,0.000003978286,0.000009185853,0.0006619989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.610141,"threshold_uncertainty_score":0.999661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511132327645415,"score_gpt":0.2230582448835804,"score_spread":0.2079469216071262,"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."}}