{"id":"W4322505899","doi":"10.1016/j.cogsc.2023.100795","title":"The universe of fluorinated polymers and polymeric substances and potential environmental impacts and concerns","year":2023,"lang":"en","type":"article","venue":"Current Opinion in Green and Sustainable Chemistry","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":72,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; Environment and Climate Change Canada","funders":"National Institute of Environmental Health Sciences","keywords":"Polymer; Side chain; Chemistry; Environmental chemistry; Environmental science; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0002080026,0.0001378964,0.0001362882,0.00003232254,0.0002535414,0.00004162657,0.0001069713,0.0000581286,0.000112375],"category_scores_gemma":[0.00001347336,0.0001127958,0.00001704278,0.0002393406,0.0009812129,0.0001825382,0.0004039809,0.0001496944,0.000001235986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007522735,"about_ca_system_score_gemma":0.00002007166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003904349,"about_ca_topic_score_gemma":0.000007134664,"domain_scores_codex":[0.9988745,0.00003675887,0.0001570505,0.0002793966,0.0002100429,0.0004422619],"domain_scores_gemma":[0.9995932,0.00006100357,0.00005745859,0.0001149687,0.000004363857,0.000169016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003239262,0.00009026285,0.5673698,0.001599627,0.00003501768,0.0000413193,0.003275877,0.00001825646,0.05558967,0.0001850044,0.0009316872,0.3705395],"study_design_scores_gemma":[0.005542452,0.000271629,0.7696794,0.0003212983,0.00003604685,0.00009613745,0.09538938,0.006411399,0.01898221,0.001261997,0.1008491,0.001158957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429041,0.0562934,0.000001662834,0.0001998279,0.00006793954,0.0001268184,0.00002332548,0.00001143936,0.0003715493],"genre_scores_gemma":[0.9429536,0.05584541,0.000001926716,0.000002475709,0.00002799839,0.000007286716,0.0000176834,0.000007203849,0.001136437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3693806,"threshold_uncertainty_score":0.4599679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452879535528836,"score_gpt":0.2755390007211221,"score_spread":0.2610102053658337,"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."}}