{"id":"W4409795151","doi":"10.62791/20401","title":"Adsorption of perfluorooctane sulfonic acid (PFOS) onto various solid matrices","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Synthesis and properties of polymers","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perfluorooctane; Adsorption; Sulfonic acid; Chemistry; Solid surface; Chemical engineering; Environmental chemistry; Organic chemistry; Sulfonate; Engineering; Chemical physics","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003741258,0.0003385368,0.0005402662,0.0002173428,0.00006526311,0.0001640212,0.0004612715,0.0003445397,0.008340775],"category_scores_gemma":[0.00006583716,0.0002544397,0.0002233186,0.000157283,0.00004823457,0.0002025479,0.00004406624,0.0001678312,0.001587486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008156269,"about_ca_system_score_gemma":0.0001930223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001928779,"about_ca_topic_score_gemma":0.001593645,"domain_scores_codex":[0.9979497,0.00006695756,0.0006132209,0.0005227873,0.0005103697,0.0003369307],"domain_scores_gemma":[0.9990318,0.00006226208,0.0002960734,0.0003995025,0.00013314,0.00007721748],"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":[0.0001526777,0.00004515816,0.000003524827,0.0007809289,0.00004215567,0.000003400098,0.001621847,0.000004086749,0.987438,0.0003528123,0.002015932,0.007539441],"study_design_scores_gemma":[0.00009425115,0.0001509592,0.0001145372,0.0004639763,0.0002134874,0.000006789527,0.002137079,0.00008818372,0.9945686,0.0002403299,0.001577031,0.0003447296],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931118,0.02946302,0.0000109625,0.00008645304,0.002932454,0.0002753167,0.00005385278,0.000185699,0.0358743],"genre_scores_gemma":[0.9554613,0.001104467,0.0004105027,0.00003907218,0.0002302025,0.00004842199,0.000162273,0.00006617972,0.04247757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02835855,"threshold_uncertainty_score":0.9999908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01199996881219896,"score_gpt":0.2603920919304617,"score_spread":0.2483921231182628,"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."}}