{"id":"W2012749687","doi":"10.11113/jt.v70.3444","title":"Preparation of High Performance SPEEK/Cloisite 15A Nanocomposite Membrane via Advanced Membrane Formulation Method","year":2014,"lang":"en","type":"article","venue":"Jurnal Teknologi","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Intercalation (chemistry); Nanocomposite; Membrane; Materials science; Chemical engineering; Polymer; Ether; Methanol; Dispersion (optics); Polymer chemistry; Conductivity; Composite material; Chemistry; Organic chemistry; Physical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002246341,0.0003731605,0.0003747715,0.0002292312,0.0001991351,0.0002707746,0.0002820109,0.000682689,0.001078541],"category_scores_gemma":[0.0001740363,0.0001922191,0.0003858261,0.0001830797,0.000118779,0.0004884141,0.0002258406,0.0004981801,0.0005996793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002669878,"about_ca_system_score_gemma":0.0001725126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000360719,"about_ca_topic_score_gemma":0.0005637068,"domain_scores_codex":[0.9998441,0.0000150894,0.00001702768,0.00005109328,0.00004538064,0.00002729891],"domain_scores_gemma":[0.9999244,0.00001124581,0.00002302826,0.000005520934,0.00002566578,0.00001019635],"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":[0.0000136657,0.000009223937,0.00002039581,0.00003618202,0.000002374261,0.00003106765,0.000006986232,0.00004659201,0.9986034,0.00005006426,0.00001627866,0.001163668],"study_design_scores_gemma":[0.000003697452,0.00006708275,0.0002636479,0.000003432221,0.000006036572,0.0001586274,0.000005908691,0.0004892838,0.9975533,0.00001465306,0.001429616,0.000004682347],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9195304,0.002951266,0.0722551,0.0002508521,0.00008354791,0.0002403314,0.0003715934,0.0004475769,0.003869351],"genre_scores_gemma":[0.9270437,0.002258414,0.0632133,0.00008652375,0.00002074784,0.000205805,0.0004388586,0.00005440834,0.006678235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001078541,"threshold_uncertainty_score":0.003608108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006124339951881648,"score_gpt":0.2417356806059422,"score_spread":0.2356113406540605,"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."}}