{"id":"W3090676072","doi":"10.1002/ieam.4352","title":"A Critical Review of a Recommended Analytical and Classification Approach for Organic Fluorinated Compounds with an Emphasis on Per- and Polyfluoroalkyl Substances","year":2020,"lang":"en","type":"review","venue":"Integrated Environmental Assessment and Management","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perfluorooctanoic acid; Environmental chemistry; Environmental science; Trihalomethane; Pollutant; Bioaccumulation; Environmental planning; Environmental engineering; Chemistry; Water treatment; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004570713,0.0006488884,0.001323953,0.0001280237,0.0002023302,0.0001137074,0.0003252162,0.0001758777,0.000417637],"category_scores_gemma":[0.00001086424,0.000467235,0.0001251382,0.000334371,0.0006590383,0.0002757847,0.000271637,0.0004099707,0.000009147848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004915827,"about_ca_system_score_gemma":0.00002917135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001932081,"about_ca_topic_score_gemma":0.0000131,"domain_scores_codex":[0.9967744,0.0003003531,0.0006851542,0.001173361,0.0006144273,0.0004523477],"domain_scores_gemma":[0.9988181,0.0001732536,0.0002360276,0.0003998965,0.000009578652,0.0003631205],"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":[0.00009698311,0.0004903454,0.0003199154,0.01468313,0.0002633381,0.00001234149,0.00005124364,2.043427e-7,0.00003646724,0.0007318646,0.0005536957,0.9827605],"study_design_scores_gemma":[0.001037147,0.002183624,0.001759936,0.008414156,0.001692949,0.00005474488,0.0007767872,0.003228056,0.00001035267,0.00005603031,0.9798781,0.0009081397],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006141657,0.9914651,0.001065007,0.0003365442,0.00003126361,0.002661422,0.0002302111,0.00003975744,0.003556548],"genre_scores_gemma":[0.004685657,0.9855995,0.007912915,0.0001845587,0.0000204858,0.0005914273,0.0007677273,0.00006175953,0.0001759847],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9818524,"threshold_uncertainty_score":0.9997779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06578738442861443,"score_gpt":0.3643583996323908,"score_spread":0.2985710152037764,"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."}}