{"id":"W4410243361","doi":"10.1021/acsapm.4c04204","title":"Halloysite Nanoclay Reinforced Biobased Polyurethane Nanocomposite Polymer Electrolyte","year":2025,"lang":"en","type":"article","venue":"ACS Applied Polymer Materials","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Computer Research Institute of Montréal","funders":"","keywords":"Nanocomposite; Halloysite; Materials science; Polyurethane; Composite material; Montmorillonite; Electrolyte; Polymer; Polymer nanocomposite; Polymer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004529188,0.0005865243,0.0008103185,0.0003744565,0.0004638316,0.0005505815,0.0006866451,0.0003171078,0.003797875],"category_scores_gemma":[0.00001816339,0.0005332443,0.0001449598,0.0005353199,0.0001997989,0.0002846984,0.0002570708,0.0001850943,0.001231763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000114942,"about_ca_system_score_gemma":0.0001919313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0013573,"about_ca_topic_score_gemma":0.00003706627,"domain_scores_codex":[0.9965986,0.0001377383,0.001022018,0.0008263834,0.0004014501,0.001013797],"domain_scores_gemma":[0.9982318,0.000152449,0.0003575973,0.0009777327,0.00009330778,0.0001871552],"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":[0.0005158198,0.00005717581,0.000008161875,0.00004400715,0.00007210089,0.000008228046,0.0001278848,0.000007887563,0.9606383,0.03477633,0.00343966,0.0003044718],"study_design_scores_gemma":[0.001109667,0.00005818885,0.00007482273,0.00007161037,0.0001172587,0.00001804163,0.00003908396,0.000006997464,0.9941175,0.0001682992,0.003675781,0.0005427773],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792007,0.0008827947,0.0001504067,0.001190471,0.001999659,0.0005649252,0.0001951381,0.0004171909,0.01539866],"genre_scores_gemma":[0.9650248,0.00004424224,0.0001221025,0.003524147,0.0003637254,0.0002725448,0.0001679248,0.00007024889,0.03041029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03460803,"threshold_uncertainty_score":0.9997119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006859342114675431,"score_gpt":0.2453538494271342,"score_spread":0.2384945073124588,"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."}}