{"id":"W4414999822","doi":"10.1016/j.compositesa.2025.109348","title":"Through-thickness compaction response of reinforcement fabrics: Development of a test standard","year":2025,"lang":"en","type":"article","venue":"Composites Part A Applied Science and Manufacturing","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"European Regional Development Fund; Government of the United Kingdom","keywords":"Compaction; Reinforcement; Reproducibility; Stress (linguistics); Composite number; Power function; Coefficient of variation; Bending","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":[0.003440487,0.0008532738,0.0003777481,0.00118458,0.0006232247,0.0005234086,0.001212312,0.001091985,0.001680769],"category_scores_gemma":[0.004624096,0.0003146197,0.0004007707,0.0006907343,0.0007143462,0.0005571032,0.0009373754,0.0005857738,0.0006069943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006654994,"about_ca_system_score_gemma":0.0007327009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009568513,"about_ca_topic_score_gemma":0.002453628,"domain_scores_codex":[0.9965236,0.0007727701,0.0003661974,0.0003611894,0.001742326,0.0002337868],"domain_scores_gemma":[0.9933843,0.001256074,0.0007268749,0.001278356,0.003070451,0.000283961],"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":[0.0008099327,0.0007950675,0.009486889,0.0001337568,0.0000248779,0.0001067121,0.0002958502,0.004651061,0.9533495,0.0007954858,0.00046107,0.02908981],"study_design_scores_gemma":[0.00004661186,0.003822376,0.01212195,0.00001426987,0.00003024259,0.0001724801,0.00014418,0.01415435,0.9668515,0.0001678337,0.002442115,0.00003209123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8691505,0.0002210107,0.1231758,0.00008066195,0.00009967537,0.0006977997,0.0007956715,0.0008685202,0.004910293],"genre_scores_gemma":[0.9529235,0.0001432281,0.0424188,0.00006893832,0.00001544429,0.0004362272,0.0008290547,0.0001496446,0.003015086],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003440487,"threshold_uncertainty_score":0.01819521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01549416119316398,"score_gpt":0.2560157849701454,"score_spread":0.2405216237769814,"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."}}