{"id":"W4385712172","doi":"10.2139/ssrn.4536458","title":"Study on the Importance of the Reductive Degradation of Genx in its Overall Electrochemical Degradation Process on Different Cathode Materials","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Degradation (telecommunications); Cathode; Electrochemistry; Process (computing); Chemical engineering; Materials science; Chemistry; Computer science; Engineering; Electrode; Physical chemistry; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002610382,0.0003514324,0.0004135284,0.0001640911,0.0001846278,0.0003970231,0.0003395226,0.0004760161,0.00173786],"category_scores_gemma":[0.0004116152,0.0001082016,0.0002619,0.000188397,0.0002074107,0.0003957798,0.0002229195,0.0005273613,0.0003239914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001790398,"about_ca_system_score_gemma":0.0001545973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007324601,"about_ca_topic_score_gemma":0.0005584578,"domain_scores_codex":[0.9998716,0.00001845631,0.000005947945,0.00003582684,0.00003546764,0.00003256734],"domain_scores_gemma":[0.9998282,0.00005627235,0.00001508129,0.00001928836,0.00006637065,0.00001467426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003070531,0.00003388067,0.0003772611,0.000152437,0.00001790713,0.00005771091,0.00006224714,0.0001665359,0.9941074,0.000178112,0.00003857994,0.004500915],"study_design_scores_gemma":[0.000005747683,0.000283443,0.002197401,0.000006566928,0.0000195311,0.00006436753,0.00004504849,0.0005768166,0.9958864,0.00005063722,0.0008609755,0.000003050284],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944577,0.001766657,0.002368118,0.00006142101,0.00002222238,0.00001796799,0.0001242061,0.00002226147,0.001159425],"genre_scores_gemma":[0.9949698,0.0009466324,0.001447471,0.00002779491,0.00001368323,0.00001309652,0.0001674822,0.00001766482,0.00239644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00173786,"threshold_uncertainty_score":0.005813718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04211775902355743,"score_gpt":0.3184424855270172,"score_spread":0.2763247265034598,"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."}}