{"id":"W2893927247","doi":"10.1111/rego.12217","title":"Opaque transparency: How material affordances shape intermediary work","year":2018,"lang":"en","type":"article","venue":"Regulation & Governance","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; McGill University","funders":"Social Sciences and Humanities Research Council of Canada; U.S. Department of Energy","keywords":"Transparency (behavior); Affordance; Mandate; Legislation; Work (physics); Business; Legitimacy; Public relations; Hydraulic fracturing; Meaning (existential); Accounting; Political science; Law; Engineering; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0187877,0.0003789348,0.0003671516,0.002574654,0.005888952,0.0155115,0.001324178,0.001899658,0.01221307],"category_scores_gemma":[0.08734696,0.0005854791,0.0005184747,0.001814273,0.01472856,0.01241591,0.01110119,0.002601958,0.0006900011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00482416,"about_ca_system_score_gemma":0.003448179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004635857,"about_ca_topic_score_gemma":0.004037684,"domain_scores_codex":[0.9719026,0.01954449,0.001166277,0.001653009,0.003560393,0.002173309],"domain_scores_gemma":[0.8731643,0.08632008,0.0206817,0.01145007,0.004456842,0.003927096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006922471,0.0004998257,0.1545107,0.0005160195,0.0001191738,0.002243296,0.3853408,0.002272615,0.004373639,0.3821644,0.003158451,0.06410877],"study_design_scores_gemma":[0.0001858536,0.00059425,0.1370025,0.001378292,0.0002039188,0.001753288,0.4175734,0.008256455,0.004255287,0.2792761,0.1492252,0.0002956175],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8452365,0.000725328,0.02640195,0.006427705,0.00006799597,0.0001346601,0.0001545,0.0001694774,0.1206819],"genre_scores_gemma":[0.9977943,0.00005970694,0.001072772,0.00009711442,0.00001206233,0.00002406193,0.00001835904,0.00002233248,0.0008994842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0187877,"threshold_uncertainty_score":0.09936005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0189127384527009,"score_gpt":0.2157185934142601,"score_spread":0.1968058549615592,"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."}}