{"id":"W2963036411","doi":"10.5360/membrane.33.130","title":"Recent Developments in Fabrication of Giant Nanomembranes","year":2008,"lang":"en","type":"article","venue":"MEMBRANE","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomembrane Technologies (Canada)","funders":"","keywords":"Materials science; Fabrication; Acrylate; Nanometre; Coating; Epoxy; Oxide; Polymer; Nanotechnology; Substrate (aquarium); Composite material; Electrochemistry; Nanoscopic scale; Electrode; Copolymer","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":[0.001460592,0.0006146635,0.0003096649,0.0004719007,0.0002419734,0.0004445727,0.0006041756,0.0005984443,0.001734934],"category_scores_gemma":[0.0008086918,0.0003840348,0.0002909587,0.0003657662,0.0004820031,0.000796448,0.0006512685,0.0008230077,0.001133969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003425773,"about_ca_system_score_gemma":0.0002244112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001298591,"about_ca_topic_score_gemma":0.0002988612,"domain_scores_codex":[0.9996036,0.0000734409,0.00003744632,0.0001120498,0.0001321265,0.00004144594],"domain_scores_gemma":[0.9991485,0.0003219531,0.0001464995,0.0001208423,0.0001716531,0.00009051965],"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":[0.00009967763,0.0001269556,0.000757997,0.002496738,0.00003606523,0.0002944787,0.0003167063,0.0007037629,0.7915983,0.01041248,0.002881038,0.1902758],"study_design_scores_gemma":[0.00003392061,0.0004371983,0.002751273,0.0002062149,0.00006499035,0.002548734,0.0001299499,0.002152222,0.6288332,0.002809872,0.3599601,0.00007242133],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2253238,0.4525848,0.2702752,0.005962444,0.002079428,0.0003661393,0.0004716545,0.001049101,0.04188748],"genre_scores_gemma":[0.3352886,0.2630074,0.3675089,0.003352792,0.001697531,0.0004091781,0.001298591,0.0002165786,0.02722034],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001734934,"threshold_uncertainty_score":0.007724464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224271470180157,"score_gpt":0.216276334186232,"score_spread":0.1938491871682163,"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."}}