{"id":"W3121691988","doi":"","title":"Opaque Transparency: How Material Affordances Shape Intermediary Work","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transparency (behavior); Affordance; Legislation; Mandate; Business; Work (physics); Hydraulic fracturing; Public relations; Meaning (existential); Political science; Law; Engineering; Psychology; Petroleum engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000496897,0.0001724682,0.0001853742,0.0001279174,0.0004189489,0.0004003083,0.0003290919,0.0000437106,0.0004069135],"category_scores_gemma":[0.00002381632,0.0001398708,0.00009418641,0.0002949981,0.0001482036,0.0008762334,0.00005363512,0.0004134481,0.0001773488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143253,"about_ca_system_score_gemma":0.0001536279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001470358,"about_ca_topic_score_gemma":0.0004781514,"domain_scores_codex":[0.9980993,0.00001165081,0.0002060564,0.0001891729,0.0002241924,0.001269614],"domain_scores_gemma":[0.9995399,0.000009099656,0.0001899532,0.0001141282,0.0001341509,0.00001275463],"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":[0.001017514,0.0001729017,0.05601921,0.00009915402,0.000567097,0.00001804583,0.0005171165,0.00001295726,0.001209842,0.5525988,0.01986622,0.3679012],"study_design_scores_gemma":[0.002038155,0.0002633603,0.07682841,0.0003110201,0.0001638093,0.0001195134,0.004495351,0.0008751624,0.0002773087,0.7298124,0.1837729,0.001042581],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9542588,0.001190755,0.008223309,0.01192193,0.003797772,0.0002225159,0.000001592711,0.0001840424,0.0201993],"genre_scores_gemma":[0.9900272,0.0003894676,0.0000653582,0.000494314,0.007730165,0.000008349258,0.000005288911,0.00002135865,0.001258432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3668586,"threshold_uncertainty_score":0.5703766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394882992233018,"score_gpt":0.2202116903545609,"score_spread":0.2062628604322307,"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."}}