{"id":"W4386127672","doi":"10.11159/icepr23.105","title":"Life Cycle Assessment of Electrospun Cellulose-Based NanocompositeMembrane Fabrication","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on New Technologies","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Nanocomposite; Cellulose; Fabrication; Membrane; Materials science; Life-cycle assessment; Composite material; Chemical engineering; Chemistry; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002797114,0.0001578897,0.0002233647,0.0002566697,0.00008508219,0.00003230804,0.001064035,0.00007101084,0.0000257045],"category_scores_gemma":[0.0001836087,0.0001153524,0.00009597321,0.001572554,0.0002789857,0.0001122841,0.0004831677,0.0001818231,0.00001458508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007845424,"about_ca_system_score_gemma":0.00001583963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000451683,"about_ca_topic_score_gemma":0.000005935413,"domain_scores_codex":[0.9987068,0.000006538396,0.0003110401,0.0002987131,0.0004361564,0.0002407429],"domain_scores_gemma":[0.9991944,0.00006275034,0.0004080595,0.0002773,0.00002503768,0.00003246267],"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":[0.00006727602,0.000257187,0.1508993,0.0002175269,0.00006615526,6.522835e-7,0.00003540713,0.002600019,0.6188117,0.01618925,0.1439539,0.06690156],"study_design_scores_gemma":[0.0002441802,0.0001304795,0.0192609,0.0001602998,0.0000244712,1.513912e-7,0.00007381943,0.007323966,0.9618355,0.00501824,0.005778552,0.0001494265],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338554,0.00003951003,0.0002666714,0.0156482,0.0002700316,0.001107816,0.000003853045,0.002863247,0.04594533],"genre_scores_gemma":[0.9904296,0.00004512658,0.004504074,0.00008617555,0.000008217983,0.00005548596,0.000001234014,0.00001640385,0.004853666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3430238,"threshold_uncertainty_score":0.4703933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01135743203959702,"score_gpt":0.2568547607745328,"score_spread":0.2454973287349358,"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."}}