{"id":"W2089715086","doi":"10.1515/epoly.2009.9.1.1592","title":"Swelling and network parameters of crosslinked porous octadecyl acrylate copolymers as oil spill sorbers","year":2009,"lang":"en","type":"article","venue":"e-Polymers","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Egg Farmers of Canada","keywords":"Copolymer; Acrylate; Methacrylate; Swelling; Monomer; Materials science; Polymer chemistry; Toluene; Polymer; Solvent; Porosity; Chemical engineering; Ethyl acrylate; Composite material; Organic chemistry; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002082308,0.0002074803,0.0002290329,0.00004786317,0.0002163591,0.00003113485,0.000143463,0.0001246264,0.001383567],"category_scores_gemma":[0.00002515209,0.0002082105,0.00007997066,0.0003242358,0.0004016848,0.0001922544,0.00004143867,0.0001626887,0.000193984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007338597,"about_ca_system_score_gemma":0.00001364509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000867966,"about_ca_topic_score_gemma":0.00005063555,"domain_scores_codex":[0.9985077,0.00004648901,0.0003293348,0.0003782275,0.0003067023,0.0004315843],"domain_scores_gemma":[0.9993362,0.00004166988,0.0001914001,0.0002162599,0.000006827447,0.0002076115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002546772,0.00008754587,0.006065109,0.00002132439,0.00006600789,0.0000214963,0.001992831,0.0067509,0.07464096,0.000300478,0.0009594659,0.9088392],"study_design_scores_gemma":[0.0131804,0.005181964,0.2095106,0.0005658683,0.0006880679,0.0004335096,0.007269024,0.01481372,0.6715084,0.009138913,0.06174051,0.005968943],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584972,0.0005049629,0.0000689987,0.000362931,0.000347577,0.00008862268,0.000003129763,0.00008019323,0.04004638],"genre_scores_gemma":[0.9948327,0.0003117432,0.0009279276,0.00122722,0.0000450379,0.000004387959,0.000007445975,0.00001892572,0.002624602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9028702,"threshold_uncertainty_score":0.9995293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007265150587092975,"score_gpt":0.2242778311521192,"score_spread":0.2170126805650262,"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."}}