{"id":"W3186256971","doi":"10.1002/etc.5182","title":"Environmental Sources, Chemistry, Fate, and Transport of Per- and Polyfluoroalkyl Substances: State of the Science, Key Knowledge Gaps, and Recommendations Presented at the August 2019 SETAC Focus Topic Meeting","year":2021,"lang":"en","type":"review","venue":"Environmental Toxicology and Chemistry","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":137,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Prioritization; Breakout; Computer science; Chemistry; Environmental science; Engineering; Management science; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004460073,0.0004480084,0.0007791781,0.00002419903,0.0006290648,0.00002927431,0.00049162,0.0002738842,0.00212428],"category_scores_gemma":[0.0000171419,0.0003150759,0.0001384804,0.0001811319,0.006120407,0.0001365402,0.001155354,0.0005291234,0.000004254523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002579856,"about_ca_system_score_gemma":0.00006358243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005207913,"about_ca_topic_score_gemma":0.00007440213,"domain_scores_codex":[0.997517,0.0001535294,0.0005977263,0.0008399443,0.0003940342,0.0004977022],"domain_scores_gemma":[0.9986908,0.0002159668,0.0003782766,0.0004905462,0.000002909455,0.0002215364],"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":[0.0000352195,0.0003670118,0.03567964,0.002310347,0.0002035531,0.00001020927,0.001621588,0.000004905799,0.1888959,0.000002137085,0.000505258,0.7703642],"study_design_scores_gemma":[0.0009685644,0.00008458827,0.01831384,0.001215355,0.0004917858,0.0004024691,0.0011802,0.00002838671,0.1227187,0.00002988871,0.8537501,0.0008162198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.4334075,0.5647003,3.699919e-7,0.00005386047,0.00002631456,0.0002538342,0.0003811171,0.000004065958,0.001172623],"genre_scores_gemma":[0.127175,0.8669929,0.00002976051,0.00001088263,0.00002636886,0.00004824701,0.00009871001,0.00002584105,0.005592312],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8532448,"threshold_uncertainty_score":0.9999301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0134758510563149,"score_gpt":0.2670017131260001,"score_spread":0.2535258620696852,"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."}}