{"id":"W2081212723","doi":"10.5547/2160-5890.1.1.6","title":"Regulation and Customer Engagement","year":2011,"lang":"en","type":"article","venue":"Economics of Energy and Environmental Policy","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Customer engagement; Business; Computer science; World Wide Web; Social media","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004551958,0.00006997342,0.00008369035,0.00008269031,0.00007940645,0.00001421145,0.00003409243,0.00002056474,0.0001321012],"category_scores_gemma":[0.000002082211,0.00007084471,0.00001760132,0.00002237524,0.0001037002,0.0002903078,0.0001072202,0.00001443141,0.00001017755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001162399,"about_ca_system_score_gemma":0.000001606717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003319998,"about_ca_topic_score_gemma":0.00003172063,"domain_scores_codex":[0.9996782,0.000002420263,0.0001156577,0.0001080786,0.00002005443,0.00007561651],"domain_scores_gemma":[0.9998335,0.000004128953,0.00008258629,0.00007036176,0.00000173205,0.000007674867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003447905,0.00005798905,0.04336345,0.00002324613,0.00004608774,2.290329e-7,0.0001741028,0.0001318256,0.0004753761,0.907494,0.0004661052,0.04773312],"study_design_scores_gemma":[0.0004097878,0.00001104967,0.8797497,0.000006716725,0.00001821191,0.000001127235,0.000417396,0.00151753,0.0004204055,0.03717748,0.08009534,0.0001752476],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9047432,0.00009664883,0.00003881112,0.0001669687,0.00004131507,0.00002852489,0.000001740486,0.000008926821,0.09487385],"genre_scores_gemma":[0.9983324,0.0003669504,0.00009575139,0.0005021857,0.0001781763,0.000004025163,0.000008902283,0.000006713396,0.0005049279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8703165,"threshold_uncertainty_score":0.2888964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.023591231422911,"score_gpt":0.1883209113541198,"score_spread":0.1647296799312088,"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."}}