{"id":"W4319840993","doi":"10.1002/pc.27230","title":"Effect of platelet length and stochastic morphology on flexural behavior of prepreg platelet molded composites","year":2023,"lang":"en","type":"article","venue":"Polymer Composites","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Flexural strength; Materials science; Composite material; Flexural modulus; Modulus; Bending; Molding (decorative); Three point flexural test; Morphology (biology); Fiber","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"],"consensus_categories":[],"category_scores_codex":[0.0002194552,0.0004301683,0.0008556525,0.0003987922,0.00006680308,0.00002413982,0.0003712687,0.0001966077,0.00008550867],"category_scores_gemma":[0.00003116997,0.0004012083,0.0001575473,0.0003953848,0.0001866818,0.0001011589,0.000173524,0.0002991913,0.00006260637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002609975,"about_ca_system_score_gemma":0.000007901285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000380595,"about_ca_topic_score_gemma":0.000001547266,"domain_scores_codex":[0.9980318,0.0001442221,0.0006042718,0.0003916613,0.000350825,0.0004772329],"domain_scores_gemma":[0.9977913,0.001359538,0.0001295232,0.000508277,0.00004128974,0.0001700644],"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":[0.0002577211,0.00009024591,0.003414023,0.0002159786,0.0001138352,0.00004231749,0.0001336455,0.00447984,0.9863687,0.0003143923,0.0001198499,0.004449492],"study_design_scores_gemma":[0.001181696,0.001322124,0.00533203,0.0001448463,0.0001591913,0.00006435692,0.000007362426,0.01520956,0.9762214,0.00002659351,0.000004736518,0.0003260518],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970819,0.00104313,0.0002083556,0.00002914805,0.0002700907,0.0006037062,0.0001164045,0.0005100557,0.0001372244],"genre_scores_gemma":[0.9993915,0.00002128554,0.0002221339,0.00001305848,0.000036292,0.00009568677,0.00009701883,0.00008247576,0.00004054985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01072972,"threshold_uncertainty_score":0.999844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183249314310429,"score_gpt":0.2519066930704392,"score_spread":0.2400741999273349,"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."}}