{"id":"W4394996110","doi":"10.3390/membranes14040094","title":"Production of Stable Electrically Conductive PVDF Membranes Based on Polydopamine-Polyethyleneimine—Assisted Deposition of Carbon Nanotubes","year":2024,"lang":"en","type":"article","venue":"Membranes","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Membrane; Materials science; Carbon nanotube; Chemical engineering; Coating; Electrochemistry; Polymer; Ultrafiltration (renal); Conductivity; Conductive polymer; Polymer chemistry; Composite material; Electrode; Chemistry; Chromatography","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":[0.0003874369,0.0004959113,0.0002273822,0.0004107087,0.0001835504,0.0003225456,0.0002817046,0.0004921896,0.0003120096],"category_scores_gemma":[0.0005927876,0.0001975283,0.0003073437,0.0002621283,0.000182801,0.0006036765,0.0002449735,0.0005294976,0.0002398282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002829852,"about_ca_system_score_gemma":0.0002594532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002608263,"about_ca_topic_score_gemma":0.0004554639,"domain_scores_codex":[0.9997206,0.0000344968,0.00003500297,0.00006283668,0.0001096367,0.00003735846],"domain_scores_gemma":[0.9997235,0.00006860528,0.00009391235,0.00002462485,0.00006428185,0.00002516416],"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":[0.000008627811,0.000005934923,0.00004733514,0.00004760667,0.000003113403,0.00003252542,0.00000664228,0.00007055463,0.9980888,0.00004300765,0.00001410633,0.001631684],"study_design_scores_gemma":[0.000003098206,0.00004026434,0.0003824828,0.000003447621,0.00000414621,0.00007339458,0.000005827754,0.0005743697,0.9979998,0.00002042844,0.000888568,0.000004077957],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.884715,0.005726357,0.1058324,0.0002754182,0.0002027262,0.0001756672,0.0004495539,0.0003326399,0.002290225],"genre_scores_gemma":[0.9184784,0.004429058,0.07420877,0.0001018178,0.00003374256,0.0001369859,0.0004554307,0.00005861081,0.002097237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004959113,"threshold_uncertainty_score":0.002053201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394173933103082,"score_gpt":0.2247392806600231,"score_spread":0.2107975413289923,"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."}}