{"id":"W2001764790","doi":"10.1177/0270467606289198","title":"Can the University Escape From the Labyrinth of Technology? Part 3: A Strategy for Transforming the Professions","year":2006,"lang":"en","type":"article","venue":"Bulletin of Science Technology & Society","topic":"Diverse Academic Research Areas","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Abstraction; Coping (psychology); Engineering ethics; Sociology; Epistemology; Computer science; Psychology; Engineering; Philosophy","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003183721,0.0001101697,0.0001735652,0.00009749994,0.003369902,0.00002339135,0.003482837,0.0003050687,0.0001147887],"category_scores_gemma":[0.0006464611,0.00006031994,0.0001546861,0.002692724,0.03162668,0.00006492167,0.0003542521,0.0005962282,0.000005842477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001448929,"about_ca_system_score_gemma":0.0009284748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00619926,"about_ca_topic_score_gemma":0.001284366,"domain_scores_codex":[0.9981012,0.0001002338,0.0002314758,0.0003274525,0.0006345775,0.0006050467],"domain_scores_gemma":[0.9982459,0.0006505575,0.0002122379,0.0004887136,0.0003629563,0.00003965776],"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":[0.00002544323,0.0001345747,0.01009461,0.00001338356,0.00006680233,0.000001497363,0.015351,0.00003713479,0.01199152,0.8495497,0.1009507,0.01178366],"study_design_scores_gemma":[0.0003084487,0.00005870421,0.0009209314,0.00005681394,0.00003758721,8.737233e-7,0.4143647,0.00003899704,0.007650348,0.0439357,0.5325224,0.0001045582],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5664443,0.00040302,0.0001188955,0.4234825,0.0001054761,0.001292157,0.00009916353,0.0001544445,0.007900032],"genre_scores_gemma":[0.9975466,0.0004027284,0.0008089484,0.0001454233,0.00004405277,0.00003039742,0.000001331568,0.000005615947,0.001014871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.805614,"threshold_uncertainty_score":0.9979275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631711822615006,"score_gpt":0.2956574053409708,"score_spread":0.2693402871148207,"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."}}