{"id":"W4416062983","doi":"10.1021/acsami.5c17764","title":"From Coated to Uncoated: Scanning Electron Microscopy Corrections to Estimate the True Surface Pore Size in Nanoporous Membranes","year":2025,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Membrane; Porosity; Scanning electron microscope; Coating; Ultrafiltration (renal); Nanoporous; Nanopore","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001359203,0.0007892257,0.0003674932,0.0007890711,0.0004819152,0.0008156081,0.0008871821,0.0007145202,0.002186114],"category_scores_gemma":[0.004563082,0.0006505412,0.0004594101,0.0006638881,0.0005797167,0.00109593,0.0006786715,0.001419245,0.0006284065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000960615,"about_ca_system_score_gemma":0.0006749565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002255969,"about_ca_topic_score_gemma":0.004212788,"domain_scores_codex":[0.9987168,0.00009435904,0.00009323118,0.0003006963,0.00070351,0.00009141205],"domain_scores_gemma":[0.9978759,0.0006833321,0.0002313912,0.0004321593,0.0007343633,0.00004292866],"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":[0.0000953501,0.00003262727,0.002353449,0.0002229246,0.00004918905,0.0001671132,0.0002082318,0.002092255,0.9651309,0.001771094,0.0006705974,0.02720613],"study_design_scores_gemma":[0.000005155218,0.00004699051,0.004829019,0.00002040773,0.00002705313,0.0001748772,0.00004803623,0.01786964,0.9721566,0.0004906534,0.004309621,0.00002196134],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5205088,0.003106861,0.4636931,0.0003680638,0.0005921368,0.0001685969,0.001030772,0.004739255,0.005792398],"genre_scores_gemma":[0.6505934,0.001860288,0.3402078,0.0003243968,0.00002788997,0.0002722371,0.000901791,0.001446073,0.004366102],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002255969,"threshold_uncertainty_score":0.007313311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007168514435018607,"score_gpt":0.2950110432144683,"score_spread":0.2878425287794497,"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."}}