{"id":"W4400241822","doi":"10.3390/ma17133256","title":"Microwave-Assisted Pyrolysis of Carbon Fiber-Reinforced Polymers and Optimization Using the Box–Behnken Response Surface Methodology Tool","year":2024,"lang":"en","type":"article","venue":"Materials","topic":"Fiber-reinforced polymer composites","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; CTT Group (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Box–Behnken design; Materials science; Response surface methodology; Inert gas; Pyrolysis; Dissolution; Volumetric flow rate; Thermal decomposition; Composite material; Chemical engineering; Chromatography; Chemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0007685825,0.0002358959,0.0003914522,0.0001573586,0.00006023703,0.0001417465,0.0001589508,0.0001513456,0.0003041131],"category_scores_gemma":[0.00006874571,0.0001957328,0.00006340822,0.0002936515,0.00009919461,0.0001313075,0.0000859034,0.00008045273,0.000005333022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006627064,"about_ca_system_score_gemma":0.00003594988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002864176,"about_ca_topic_score_gemma":0.000002283248,"domain_scores_codex":[0.9985138,0.0003722887,0.0005047247,0.0002028258,0.00013389,0.0002725376],"domain_scores_gemma":[0.9988909,0.000630622,0.00007460896,0.0003324002,0.00003096636,0.0000404635],"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":[0.0001659202,9.186933e-7,0.000002793365,0.0001272764,0.0001186218,0.000004570776,0.0006078829,0.2426391,0.7559753,0.00003958098,0.00002232356,0.000295729],"study_design_scores_gemma":[0.0001701252,0.00003159661,0.00004602963,0.00007642929,0.0001426745,0.00004422494,0.00006625109,0.07595576,0.9231022,0.000005479098,0.0001625632,0.000196639],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866796,0.001376321,0.01049701,0.00008354463,0.0006177069,0.0002442856,0.00005249636,0.0002481768,0.0002009],"genre_scores_gemma":[0.969009,0.00002860344,0.03004039,0.00002837048,0.00005514677,0.000009518115,0.00002607771,0.00007473073,0.0007281873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1671269,"threshold_uncertainty_score":0.7981752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02488169110784765,"score_gpt":0.256291824708,"score_spread":0.2314101336001523,"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."}}