{"id":"W4391909028","doi":"10.47941/jcomm.1688","title":"The Influence of Environmental Reporting on Policy Making","year":2024,"lang":"en","type":"article","venue":"Journal of Communication","topic":"Policy Transfer and Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Environmental policy; Policy making; Environmental reporting; Environmental planning; Business; Political science; Environmental resource management; Environmental science; Public administration; Accounting","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002393463,0.00002711763,0.00006013289,0.00006478118,0.0003341632,0.00005326164,0.0002927491,0.00002236266,0.000006134484],"category_scores_gemma":[0.0007852249,0.00001908938,0.0000578596,0.0001194984,0.0001411578,0.0001579013,0.00001775201,0.0002399774,0.000002553193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008912183,"about_ca_system_score_gemma":0.0001347606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001847056,"about_ca_topic_score_gemma":0.00004044563,"domain_scores_codex":[0.9989768,0.0002453921,0.0004459273,0.00002477996,0.000231027,0.00007611149],"domain_scores_gemma":[0.9989701,0.0004282514,0.000417729,0.0001422818,0.00002145568,0.00002020426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006827772,0.00009030339,0.01123979,0.00002797866,0.0001185166,0.00001061234,0.1385495,0.005777414,0.01976634,0.349877,0.0002451256,0.4742291],"study_design_scores_gemma":[0.0002323726,0.000213094,0.5248374,0.0014811,0.00005731585,0.00005614158,0.01598829,0.0003008355,0.001065924,0.02610252,0.4294944,0.0001706312],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721744,0.001293335,0.00004429082,0.008023863,0.00003744066,0.00003135489,4.52346e-7,0.000007028733,0.01838783],"genre_scores_gemma":[0.9978669,0.001778199,0.00009152305,0.0000698977,0.0001033468,4.399581e-7,1.03038e-7,0.000003225346,0.00008641771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5135975,"threshold_uncertainty_score":0.2570147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03477113150810691,"score_gpt":0.401739264574794,"score_spread":0.3669681330666871,"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."}}