{"id":"W7155517566","doi":"10.14447/jnmes/vol28i2.a01","title":"Optimization and Performance Analysis of Brake Friction Composites with Pineapple Leaf Fiber and Vermiculite, pp. 97-111","year":2025,"lang":"","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Brake Systems and Friction Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brake; Fiber; Brake pad; Disc brake; Coefficient of friction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005455497,0.0003266541,0.001476423,0.0005783141,0.0001170601,0.0002259712,0.0001286207,0.0002532331,0.0000599594],"category_scores_gemma":[0.0000351135,0.0002709719,0.0002001093,0.001238185,0.00004900839,0.0003177928,0.00002542536,0.0001519366,5.630353e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001816834,"about_ca_system_score_gemma":0.00008604086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001328583,"about_ca_topic_score_gemma":0.000006229512,"domain_scores_codex":[0.9974573,0.00007080173,0.001564436,0.0002677241,0.0003399602,0.0002997708],"domain_scores_gemma":[0.9980105,0.0001114601,0.000969147,0.0001768181,0.0005702586,0.0001618866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009545155,0.00007067843,0.001311176,0.002270041,0.007268426,0.000001083943,0.000204126,0.1473838,0.8389689,0.0001426881,0.0009847499,0.0004397824],"study_design_scores_gemma":[0.003644716,0.001322932,0.00176506,0.001702852,0.01291566,0.0002011247,0.0002575528,0.6188726,0.3521329,0.00001265388,0.006543647,0.000628347],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.886075,0.00771475,0.1051019,0.00008335533,0.0004136747,0.0004343658,0.00003644333,0.00002223642,0.0001182784],"genre_scores_gemma":[0.9962476,0.001829592,0.001016679,0.00001074961,0.0003118332,0.00001198032,0.00003790067,0.00002911632,0.0005045321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.486836,"threshold_uncertainty_score":0.9999743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006176139972639483,"score_gpt":0.2053732279132961,"score_spread":0.1991970879406566,"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."}}