{"id":"W2038070555","doi":"10.1007/s13412-011-0059-3","title":"Introduction: building on the legacy contributions of William R. Freudenburg in environmental studies and sociology","year":2011,"lang":"en","type":"article","venue":"Journal of Environmental Studies and Sciences","topic":"American Environmental and Regional History","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Environmental sociology; Sustainable development; Environmental ethics; Sociology; Regional science; Social science; Political science; Philosophy; Law","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007334567,0.0001763351,0.0003597849,0.00005893482,0.0004632547,0.000004930186,0.0002030063,0.00004046125,0.000283973],"category_scores_gemma":[0.00004565723,0.0001023587,0.00007320063,0.00007334669,0.01775626,0.0003052535,0.0003344638,0.0001975691,0.000007693186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002987247,"about_ca_system_score_gemma":0.000004961048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001728457,"about_ca_topic_score_gemma":0.000004685336,"domain_scores_codex":[0.9985828,0.0001196587,0.0004255108,0.0002715706,0.0003732861,0.0002272027],"domain_scores_gemma":[0.999245,0.0002095752,0.0003809205,0.0000936511,0.00000188884,0.00006890322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005044059,0.001842059,0.7255955,0.00006484429,0.001022112,0.000121311,0.09133244,0.001282716,0.1423534,0.005219766,0.009792674,0.02086871],"study_design_scores_gemma":[0.0008022839,0.002463479,0.8218218,0.00009119474,0.0001001721,0.0002548905,0.1533075,0.00001899592,0.003470618,0.006890634,0.01041542,0.000363087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829146,0.01469396,0.000009300947,0.001815004,0.0001968158,0.0001082814,0.000006448536,0.000001891965,0.0002536426],"genre_scores_gemma":[0.9836218,0.01542904,0.0004840039,0.0002506025,0.00009837044,0.000005370813,1.833098e-7,0.000005042408,0.0001056135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1388828,"threshold_uncertainty_score":0.9849169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02844368559203182,"score_gpt":0.255773321036918,"score_spread":0.2273296354448862,"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."}}