{"id":"W4220729242","doi":"10.1021/acs.est.1c06615","title":"Time to Break the “Lock-In” Impediments to Chemicals Management","year":2022,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Simon Fraser University; University of Toronto; University of Southern California","keywords":"Hazardous waste; Lock (firearm); Business; Environmental planning; Environmental resource management; Natural resource economics; Risk analysis (engineering); Environmental economics; Environmental science; Economics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0113915,0.0004992897,0.000639461,0.0006478004,0.00720002,0.01166447,0.002261827,0.007274183,0.01197175],"category_scores_gemma":[0.01712007,0.000416999,0.0006261954,0.000821571,0.009163403,0.0166381,0.00925749,0.009158223,0.001559906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00701076,"about_ca_system_score_gemma":0.01697364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007144169,"about_ca_topic_score_gemma":0.01198107,"domain_scores_codex":[0.9917463,0.003376186,0.0003422887,0.0006182807,0.001594689,0.002322204],"domain_scores_gemma":[0.9880968,0.00522225,0.001454707,0.0006638789,0.001927696,0.002634659],"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":[0.0004045218,0.0006767811,0.01224559,0.001911849,0.0001339081,0.004092946,0.03838448,0.005013078,0.01248774,0.4596644,0.1407475,0.3242373],"study_design_scores_gemma":[0.00002590654,0.0002824367,0.003408754,0.0009066851,0.00003278881,0.0004465059,0.08103961,0.001079776,0.003939037,0.1519622,0.7567722,0.0001041782],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0999642,0.01217541,0.02834819,0.777073,0.003298832,0.0001790891,0.0001362287,0.0003493785,0.07847567],"genre_scores_gemma":[0.8975345,0.009407559,0.01496274,0.06255735,0.0008620472,0.0002101421,0.0001092429,0.0001638457,0.0141925],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01197175,"threshold_uncertainty_score":0.06024474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00723373186796283,"score_gpt":0.2533277473380504,"score_spread":0.2460940154700876,"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."}}