{"id":"W4409716572","doi":"10.2139/ssrn.5228205","title":"A Novel Joule-Heated Solution Blow Spinning Ptfe-Cnt Composite Membrane for Ammonia Recovery","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Ammonia Synthesis and Nitrogen Reduction","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Spinning; Composite number; Membrane; Materials science; Joule heating; Ammonia; Joule (programming language); Composite material; Ammonia production; Chemical engineering; Chemistry; Electrical engineering; Engineering; Organic 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":[0.00009373482,0.0002243674,0.0003982848,0.0001525388,0.0003571691,0.0002504245,0.0004173185,0.0007183001,0.0008923979],"category_scores_gemma":[0.00009126883,0.0001481702,0.0002771021,0.0001468859,0.0001464851,0.0004621701,0.0002201579,0.0003822546,0.0004595008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002766006,"about_ca_system_score_gemma":0.0001760277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003621954,"about_ca_topic_score_gemma":0.0008864968,"domain_scores_codex":[0.9999101,0.000005684883,0.000003964145,0.00002749697,0.00003821015,0.00001449182],"domain_scores_gemma":[0.9999549,0.000007742973,0.000008681715,0.000006003459,0.00001266025,0.000009999885],"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":[0.00002596495,0.000007633775,0.00001860811,0.00004407479,0.000002900246,0.00005746244,0.000005997536,0.00004903725,0.998192,0.00005819542,0.00005140697,0.001486755],"study_design_scores_gemma":[0.000008658723,0.00009574051,0.0006849683,0.000004468518,0.000009482769,0.0002212275,0.00001020901,0.002097796,0.9942726,0.00004030098,0.002546288,0.000008148753],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587341,0.004097579,0.03057964,0.0004457317,0.0003730787,0.00006887323,0.0002474849,0.0004339761,0.005019645],"genre_scores_gemma":[0.975953,0.001154677,0.01670214,0.00007884129,0.00005846457,0.0000432034,0.000134788,0.00004001729,0.005834843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008923979,"threshold_uncertainty_score":0.002985358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01399469162286366,"score_gpt":0.247046606001915,"score_spread":0.2330519143790513,"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."}}