{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000226638,0.0004653849,0.0002081517,0.0003770615,0.0003503541,0.0002475955,0.0001634112,0.0002293846,0.0006473141],"category_scores_gemma":[0.0002817476,0.0001548617,0.0002127922,0.0002453541,0.0002155643,0.0001477054,0.0001481636,0.0001724722,0.0001755101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005135118,"about_ca_system_score_gemma":0.0004172726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0178837,"about_ca_topic_score_gemma":0.02906109,"domain_scores_codex":[0.9997439,0.00003423828,0.00001659346,0.00004151533,0.00009877835,0.00006498189],"domain_scores_gemma":[0.9998586,0.00004731382,0.0000284325,0.000007385227,0.00004195868,0.00001618625],"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":[0.0001062528,0.000026461,0.001383569,0.0000644535,0.00001054615,0.00004846761,0.00005099957,0.0004529159,0.9957807,0.00002497579,0.00002591502,0.002024751],"study_design_scores_gemma":[0.000005928949,0.0008855796,0.01267724,0.00001027138,0.00001468195,0.00009579695,0.0001612053,0.001984683,0.9834324,0.0000153061,0.0007062698,0.00001074256],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986052,0.0002083329,0.0004908094,0.000010685,0.000003968372,0.00002613445,0.0001178477,0.000009397533,0.0005277646],"genre_scores_gemma":[0.9959446,0.000404874,0.002197883,0.0000123574,0.000003395431,0.00002293629,0.0001908274,0.000003949648,0.00121906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0178837,"threshold_uncertainty_score":0.03555918,"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."}}