{"id":"W7052015038","doi":"","title":"Procurement Circuit under Machine Learning Political Order:&#13;\\nGovernance of, through, and for AI","year":2023,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procurement; Legitimacy; Normative; Politics; Situational ethics; Intervention (counseling)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008155095,0.0002631836,0.0003734032,0.0008851215,0.01922522,0.01822663,0.001194218,0.002725926,0.008324135],"category_scores_gemma":[0.01630892,0.000334831,0.0002968603,0.002517651,0.03467901,0.005473364,0.005378511,0.006346249,0.0007410333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08432352,"about_ca_system_score_gemma":0.1824786,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8184615,"about_ca_topic_score_gemma":0.8297834,"domain_scores_codex":[0.9883152,0.003391856,0.0001649189,0.001009107,0.003681214,0.003437665],"domain_scores_gemma":[0.9917247,0.002511242,0.0004561807,0.0008059031,0.003230936,0.001270918],"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":[0.00001431699,0.000009904707,0.001264006,0.00001276555,0.000004401496,0.00005768944,0.008563445,0.0004276207,0.00009732741,0.9706566,0.008591641,0.01030027],"study_design_scores_gemma":[0.00004768009,0.00005476474,0.009895073,0.0003490275,0.00003258527,0.0001384044,0.04750694,0.003831868,0.001273281,0.3548305,0.5819601,0.0000796712],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1124311,0.001415908,0.01909574,0.09388857,0.0002490859,0.0001510496,0.0001316155,0.0001565339,0.7724805],"genre_scores_gemma":[0.9454111,0.0006642849,0.002526321,0.005487222,0.00003974902,0.00003918416,0.00005211434,0.0000653168,0.0457148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9807748,"threshold_uncertainty_score":0.6118128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04007915339502611,"score_gpt":0.3051985484010069,"score_spread":0.2651193950059808,"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."}}