{"id":"W1972113058","doi":"10.1016/j.polymer.2008.05.014","title":"Surface-mediated effects on porous polymer monolith formation within capillaries","year":2008,"lang":"en","type":"article","venue":"Polymer","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Monolith; Polymer; Porosity; Materials science; Capillary action; Chemical engineering; Acrylate; Layer (electronics); Morphology (biology); Polymer chemistry; Composite material; Chemistry; Monomer; Catalysis; 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":[0.00004432466,0.0002153601,0.0001930494,0.00007583996,0.0001780731,0.00001840036,0.0001228647,0.0001148015,0.00007952898],"category_scores_gemma":[0.000008598467,0.0001986085,0.00005174847,0.000236144,0.00004999467,0.0001272184,0.00001372591,0.0001631927,0.0004829402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006836848,"about_ca_system_score_gemma":0.00002772742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007813969,"about_ca_topic_score_gemma":0.000003596957,"domain_scores_codex":[0.9990338,0.0000271347,0.0002415851,0.0001699571,0.0001910108,0.0003365286],"domain_scores_gemma":[0.9994637,0.00006379669,0.00004175438,0.0003001901,0.00002327873,0.0001072167],"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":[0.00002414166,0.00003536106,0.0003375949,0.00004954134,0.00006703869,0.00001661569,0.001365303,0.00006084052,0.9224328,0.001774511,0.07324807,0.0005881237],"study_design_scores_gemma":[0.0002950338,0.00005345445,0.0007636215,0.00001307318,0.00001697555,0.00005009562,0.0000324393,0.0005526513,0.9938152,0.0000302168,0.004135118,0.0002421218],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.92548,0.07047902,0.0004177214,0.0001380714,0.0001636419,0.0002011787,0.00001714996,0.0004134197,0.002689762],"genre_scores_gemma":[0.987252,0.01132648,0.00001606206,0.0003190172,0.00009486143,0.00003974349,0.00007694975,0.00005193719,0.0008229197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07138234,"threshold_uncertainty_score":0.809902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007633833240982439,"score_gpt":0.1879728260911744,"score_spread":0.180338992850192,"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."}}