{"id":"W4386386448","doi":"10.1002/ieam.4826","title":"The use of alternatives assessment in chemicals management policies: Needs for greater impact","year":2023,"lang":"en","type":"article","venue":"Integrated Environmental Assessment and Management","topic":"Effects and risks of endocrine disrupting chemicals","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Göteborgs Universitet; Health Canada; Department of Toxic Substances Control","keywords":"SAFER; Stakeholder; Enforcement; Agency (philosophy); Risk analysis (engineering); Business; Risk assessment; Stakeholder engagement; Regulatory science; Authorization; Impact assessment; Timeline; Environmental planning; Process management; Computer science; Computer security; Political science; Public relations; Medicine; Public administration","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2038462,0.001901381,0.001929984,0.006508967,0.007193481,0.03282401,0.006466712,0.01620153,0.01647973],"category_scores_gemma":[0.1934922,0.0009131452,0.002054421,0.005794497,0.01243167,0.02996645,0.01051626,0.02126184,0.001404209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02946948,"about_ca_system_score_gemma":0.0868275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04401045,"about_ca_topic_score_gemma":0.05293242,"domain_scores_codex":[0.8356138,0.114797,0.007506354,0.004325753,0.03277776,0.004979345],"domain_scores_gemma":[0.5475549,0.3513485,0.006577334,0.009332538,0.07479011,0.01039668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002256437,0.0007793533,0.002539623,0.005911493,0.0001175116,0.0003955492,0.008563719,0.01055731,0.001012372,0.3533254,0.1107919,0.5057802],"study_design_scores_gemma":[0.0002605442,0.0006182895,0.004227437,0.03279857,0.0001701553,0.0003122442,0.06526978,0.01689443,0.00181544,0.3183546,0.5587558,0.000522684],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0109145,0.02577299,0.02244628,0.8703962,0.002091358,0.0009764428,0.0001649338,0.000309743,0.06692755],"genre_scores_gemma":[0.4735145,0.07255734,0.3120186,0.1204566,0.002714268,0.002670996,0.0003908245,0.0003221882,0.01535473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2038462,"threshold_uncertainty_score":0.9817994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02417788700833321,"score_gpt":0.3718437572242222,"score_spread":0.347665870215889,"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."}}