{"id":"W4312221633","doi":"10.1016/j.envres.2022.115148","title":"A systematic evidence map for the evaluation of noncancer health effects and exposures to polychlorinated biphenyl mixtures","year":2022,"lang":"en","type":"review","venue":"Environmental Research","topic":"Toxic Organic Pollutants Impact","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Environmental Health Sciences; National Cancer Institute; Bausch Health; Government of South Australia; U.S. Environmental Protection Agency","keywords":"Categorization; Prioritization; Systematic review; Metadata; Polychlorinated biphenyl; Computer science; Medicine; Protocol (science); MEDLINE; Environmental health; Information retrieval; World Wide Web; Pathology; Biology; Alternative medicine; Artificial intelligence; Management science; Chemistry; Environmental chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.05088369,0.003278824,0.009779604,0.06294659,0.001837738,0.007707983,0.003989772,0.003670177,0.01086977],"category_scores_gemma":[0.1860134,0.002048142,0.01404065,0.0324573,0.001871584,0.007260533,0.005962733,0.002844366,0.00168789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009683862,"about_ca_system_score_gemma":0.0367582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01236666,"about_ca_topic_score_gemma":0.02681989,"domain_scores_codex":[0.9538703,0.01379923,0.02000518,0.002869259,0.008549707,0.0009063809],"domain_scores_gemma":[0.8608984,0.09880973,0.01539794,0.003582835,0.02042258,0.0008884723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002166298,0.00003153922,0.00125977,0.896279,0.005802163,0.0002079123,0.0006097001,0.0006500553,0.0004910816,0.002579208,0.005859437,0.08601349],"study_design_scores_gemma":[0.0001699767,0.0001482433,0.002339339,0.9325396,0.02349361,0.000158386,0.0004069257,0.0002562634,0.0003122947,0.002532542,0.03758782,0.000054972],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003864436,0.9485508,0.009293363,0.006195073,0.001200642,0.01269447,0.01195254,0.0003481324,0.005900541],"genre_scores_gemma":[0.04929616,0.8574505,0.05133283,0.004601162,0.0005851166,0.02587992,0.009416895,0.0001225354,0.001314936],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06294659,"threshold_uncertainty_score":0.2691019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1892144395226162,"score_gpt":0.4608113506941285,"score_spread":0.2715969111715123,"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."}}