{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01668374,0.0004394547,0.0004072603,0.002610056,0.006346597,0.01612006,0.001382076,0.002052737,0.01180875],"category_scores_gemma":[0.075729,0.0006393328,0.0005401011,0.002016975,0.01525834,0.01430814,0.0114557,0.002733118,0.0007997093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004754875,"about_ca_system_score_gemma":0.003622217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004917692,"about_ca_topic_score_gemma":0.003992079,"domain_scores_codex":[0.9756274,0.01613915,0.001090956,0.001621326,0.00329892,0.00222229],"domain_scores_gemma":[0.9058715,0.06332064,0.015366,0.008911236,0.003183629,0.003347118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006303965,0.0004360668,0.1320843,0.0005168334,0.0001055879,0.002143174,0.4027332,0.001979513,0.003739233,0.3932756,0.002944876,0.05941122],"study_design_scores_gemma":[0.0002077949,0.0006042013,0.1106754,0.0013859,0.0002007585,0.001961467,0.399131,0.007065787,0.003728664,0.3118903,0.1628602,0.0002884699],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8248873,0.0009690581,0.0307043,0.007438417,0.00008182102,0.000150836,0.0001799164,0.0002030015,0.1353854],"genre_scores_gemma":[0.9969151,0.00009368114,0.001467426,0.0001267865,0.00001648142,0.0000334506,0.00002483871,0.00003196174,0.001290105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01668374,"threshold_uncertainty_score":0.08823311,"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."}}