{"id":"W4413133850","doi":"10.21203/rs.3.rs-7201607/v1","title":"Synergistic Influence of ZnO Nanofillers and Sodium Alginate on Ionic Transport in PVA/NaCMC Polymer Electrolytes for Primary Battery Systems","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Conducting polymers and applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Victoria General Hospital","funders":"Science and Engineering Research Board; Karnatak University Dharwad; National Research Foundation; Arthritis National Research Foundation","keywords":"Carboxymethyl cellulose; Vinyl alcohol; Ionic conductivity; Electrolyte; Materials science; Chemical engineering; Thermal stability; Polymer; Sodium; Chemistry; Composite material; Physical chemistry; Electrode","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":[0.0001596214,0.0002757793,0.0002231941,0.0001570318,0.000157043,0.0004534651,0.0001845625,0.0002155925,0.0007584467],"category_scores_gemma":[0.0002743179,0.0001173684,0.0002417744,0.0001573185,0.0001308309,0.0003636905,0.000184511,0.0003088088,0.0001761351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002415506,"about_ca_system_score_gemma":0.0001901162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001328961,"about_ca_topic_score_gemma":0.00281011,"domain_scores_codex":[0.9998796,0.00001322809,0.00001553933,0.00002836062,0.00003359746,0.00002965958],"domain_scores_gemma":[0.9998797,0.00002833938,0.00002395586,0.000007221225,0.0000375261,0.00002320405],"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":[0.000173888,0.00001700837,0.00008278666,0.00006400485,0.000005778417,0.00002142204,0.00001897482,0.00009497187,0.9972332,0.00004593065,0.00003392736,0.002208092],"study_design_scores_gemma":[0.000005389833,0.00007676562,0.0003046828,0.000004129664,0.00001775001,0.00001417126,0.00001162985,0.0005568382,0.9985103,0.000008736516,0.0004861421,0.00000347034],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995915,0.001802061,0.001190557,0.00005478611,0.00005453251,0.00001029431,0.00009334533,0.00004066034,0.0008388535],"genre_scores_gemma":[0.9972522,0.0006862322,0.001139801,0.00002221552,0.000008494655,0.000007007967,0.00004076003,0.00001496738,0.0008283503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001328961,"threshold_uncertainty_score":0.002642393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03421941113778552,"score_gpt":0.3495456449527707,"score_spread":0.3153262338149851,"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."}}