{"id":"W1972028169","doi":"10.1177/0021998305055196","title":"Closed-form Solutions for the Overall Coefficient of Thermal Expansion of n-phase Fiber Composites with Arbitrary Fiber Orientation","year":2006,"lang":"en","type":"article","venue":"Journal of Composite Materials","topic":"Composite Material Mechanics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Materials science; Thermal expansion; Composite material; Fiber; Thermoelastic damping; Volume fraction; Composite number; Epoxy; Phase (matter); Fiber-reinforced composite; Orientation (vector space); Aspect ratio (aeronautics); Graphite; Expansion ratio; Thermal; Geometry; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.000408347,0.0002105741,0.0005008653,0.0001465915,0.0001031915,0.00006798209,0.0002422766,0.00007157021,0.0001550174],"category_scores_gemma":[0.000005674632,0.0001428635,0.0001334563,0.0001214536,0.00005817079,0.0001972274,0.00004766794,0.00008158678,0.000003579007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006104352,"about_ca_system_score_gemma":0.00003730436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000284271,"about_ca_topic_score_gemma":0.000001680991,"domain_scores_codex":[0.9982521,0.00006009608,0.0009892216,0.0001001567,0.0003430109,0.0002554237],"domain_scores_gemma":[0.998616,0.0002143873,0.0005878429,0.0002236695,0.000312784,0.00004526817],"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":[0.001026376,0.0001752579,0.000009184454,0.0001623252,0.0001134498,0.000003913845,0.0001622128,0.07738168,0.9195971,0.0006824106,0.0002350325,0.0004510174],"study_design_scores_gemma":[0.00244774,0.0007332625,0.001142283,0.0002596082,0.0002257342,0.00004698059,0.00002168523,0.005505418,0.9884665,0.0002524948,0.0007311074,0.0001671608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865302,0.000317927,0.01160829,0.00004871527,0.0006735508,0.0004729143,0.0001875905,0.00002982039,0.0001309159],"genre_scores_gemma":[0.9936518,0.00001806627,0.005938595,0.00001403598,0.0002540164,0.00001107267,0.00004269789,0.0000433073,0.00002643032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07187627,"threshold_uncertainty_score":0.5825806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01063608214849682,"score_gpt":0.2338207202735721,"score_spread":0.2231846381250752,"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."}}