{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003691238,0.0006629706,0.0007937231,0.001551784,0.007126717,0.01277093,0.001263706,0.007562375,0.03154788],"category_scores_gemma":[0.01367787,0.0002208692,0.0005187409,0.002149559,0.01535348,0.02122778,0.005299539,0.01093903,0.008271958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002892235,"about_ca_system_score_gemma":0.0119435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007305423,"about_ca_topic_score_gemma":0.0170462,"domain_scores_codex":[0.9978533,0.0006404188,0.00006096951,0.0002037057,0.000543688,0.0006977497],"domain_scores_gemma":[0.9940057,0.00139036,0.0004711684,0.0007949363,0.00141269,0.001925146],"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":[0.0000716055,0.000150775,0.002143103,0.0001339715,0.00005917499,0.0001246614,0.001972133,0.0001899619,0.0001909975,0.4758098,0.4429966,0.07615723],"study_design_scores_gemma":[0.00001739313,0.00003679508,0.001676292,0.0002869992,0.00002733591,0.00007742947,0.005296039,0.00008710189,0.0001830229,0.3403789,0.6518985,0.00003415741],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007669379,0.01530225,0.0009199582,0.8671886,0.009024654,0.000008746548,0.0001367702,0.0001024729,0.09964724],"genre_scores_gemma":[0.4454111,0.03172203,0.001757206,0.3027601,0.01253814,0.00009477432,0.0003408153,0.0003136985,0.2050621],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03154788,"threshold_uncertainty_score":0.1055381,"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."}}