{"id":"W3207168733","doi":"10.1016/j.envres.2021.112225","title":"Innovation in regulatory approaches for endocrine disrupting chemicals: The journey to risk assessment modernization in Canada","year":2021,"lang":"en","type":"review","venue":"Environmental Research","topic":"Effects and risks of endocrine disrupting chemicals","field":"Environmental Science","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Université TÉLUQ; Institut National de la Recherche Scientifique; Health Canada; Simon Fraser University; McGill University","funders":"","keywords":"Adverse Outcome Pathway; Risk assessment; Risk analysis (engineering); Hazard; Hazard analysis; Business; Human health; Biochemical engineering; Computer science; Computational biology; Environmental health; Biology; Engineering; Medicine; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02811509,0.001240895,0.001204501,0.006284575,0.006155217,0.01084557,0.005144209,0.004532513,0.006085555],"category_scores_gemma":[0.02284812,0.0007232819,0.001604453,0.007111695,0.01125456,0.005270728,0.005445637,0.008549729,0.001068957],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1736068,"about_ca_system_score_gemma":0.3893528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9554101,"about_ca_topic_score_gemma":0.951427,"domain_scores_codex":[0.9781774,0.002723257,0.001026786,0.001371517,0.01454501,0.002156108],"domain_scores_gemma":[0.9444957,0.00738299,0.00197551,0.0009047286,0.03968054,0.005560473],"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":[0.0001889516,0.0002707139,0.007875917,0.004308696,0.0001259383,0.001497271,0.004736537,0.009173027,0.005955368,0.2373507,0.1237044,0.6048123],"study_design_scores_gemma":[0.00002354149,0.0001319437,0.006359788,0.002933531,0.00007004666,0.0003804163,0.002524907,0.002039216,0.00293966,0.01913621,0.9632657,0.0001951215],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01518891,0.3598625,0.03684843,0.4927769,0.005246075,0.0005595062,0.001272368,0.0006317928,0.08761365],"genre_scores_gemma":[0.1565297,0.6451159,0.08727333,0.0559816,0.001383002,0.0002510718,0.001411031,0.0003765776,0.0516777],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8263932,"threshold_uncertainty_score":0.958499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.129706642480174,"score_gpt":0.4530157167141669,"score_spread":0.3233090742339929,"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."}}