{"id":"W4400413846","doi":"10.1080/10962247.2024.2377327","title":"Unveiling underutilized public data on Canadian industrial pollutant transfers and disposals","year":2024,"lang":"en","type":"article","venue":"Journal of the Air & Waste Management Association","topic":"Environmental Justice and Health Disparities","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Environment and Climate Change Canada","funders":"","keywords":"Pollutant; Environmental science; Business; Environmental protection; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002455096,0.00007535673,0.0001258304,0.0001610966,0.0004922119,0.0002447805,0.0003847133,0.00008634117,0.00004892174],"category_scores_gemma":[0.0001799066,0.00005755436,0.00005756585,0.0002384414,0.00004591871,0.0005052558,0.0000621274,0.0002613376,0.000007976348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279939,"about_ca_system_score_gemma":0.0002544667,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003476477,"about_ca_topic_score_gemma":0.06290346,"domain_scores_codex":[0.9984408,0.0002538939,0.0002839995,0.0001226864,0.0006120627,0.0002865364],"domain_scores_gemma":[0.9993853,0.0001665728,0.0001477207,0.0001355703,0.00001671411,0.0001481053],"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":[0.0002887992,0.0003386537,0.1163936,0.001151912,0.002995411,0.0001797304,0.03584575,0.001081942,0.00009004375,0.3224226,0.2508946,0.2683169],"study_design_scores_gemma":[0.002802298,0.0003015728,0.0774904,0.002222241,0.001553415,0.000004281851,0.1552647,0.001434042,0.00003548322,0.004797203,0.7535364,0.000558006],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6438271,0.001850841,0.00007452379,0.3163406,0.005023236,0.000818194,0.000166738,0.00003820992,0.03186047],"genre_scores_gemma":[0.9936447,0.002335781,0.0000224564,0.00117308,0.0005161396,0.000001298125,0.000004471306,0.000008478336,0.00229356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5026417,"threshold_uncertainty_score":0.9541961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06768003856132966,"score_gpt":0.3073839276653143,"score_spread":0.2397038891039847,"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."}}