{"id":"W1848530336","doi":"10.29173/cjs4157","title":"The Environment and a Globalizing Sociology","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Sociology","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental governance; Environmental sociology; Civil society; Sociology; Hierarchy; Democracy; Corporate governance; Sociological imagination; Environmental studies; Environmental ethics; Sociology of scientific knowledge; Social science; Political science; Politics; Economics; Management; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001327293,0.00004788592,0.00009616266,0.00002891909,0.002968788,0.00001850717,0.0002599633,0.00008024672,0.0001718881],"category_scores_gemma":[0.0001004547,0.00002772294,0.00005030175,0.00002162464,0.005068658,0.00003640015,0.00001620916,0.0001925041,0.00002940031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002449068,"about_ca_system_score_gemma":0.0005144074,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01386049,"about_ca_topic_score_gemma":0.08213766,"domain_scores_codex":[0.998964,0.0004633502,0.0001526735,0.00005419692,0.00009271083,0.000273046],"domain_scores_gemma":[0.9994234,0.0001632969,0.0001182431,0.00007234458,0.00003026527,0.0001924298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001215276,0.000007463449,0.03595115,0.00000148378,0.0001270495,0.00008292749,0.3520238,0.00004369003,0.00002532289,0.541768,0.05889773,0.01105922],"study_design_scores_gemma":[0.0001413988,0.00004846562,0.06768166,0.000001688735,0.00001363997,0.00003992347,0.02278859,0.000002433408,3.552537e-7,0.03149388,0.8777415,0.00004650641],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8814526,0.00318054,0.00007765897,0.1012896,0.0005313344,0.0001115564,0.000001466717,0.000004280408,0.0133509],"genre_scores_gemma":[0.9932359,0.00347005,0.00004676207,0.001985764,0.000227942,0.0000016318,1.734353e-7,0.000002943216,0.001028852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8188437,"threshold_uncertainty_score":0.9983292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04144751816694669,"score_gpt":0.2828859185161676,"score_spread":0.2414384003492209,"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."}}