{"id":"W4389505544","doi":"10.1016/j.compscitech.2023.110390","title":"Micromechanical characterization of Carbon/PEEK thermoplastic composite material in-situ consolidated by automated fiber placement: Stiffness prediction","year":2023,"lang":"en","type":"article","venue":"Composites Science and Technology","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Composite material; Peek; Composite number; Consolidation (business); Thermoplastic; Volume fraction; Micromechanics; Polymer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002108919,0.0003242887,0.0001915224,0.0002689199,0.000229893,0.0001838798,0.0002479004,0.0004039008,0.001513399],"category_scores_gemma":[0.0002484744,0.0002210024,0.0001476747,0.0003039281,0.0002581442,0.0002867042,0.0001135957,0.0002664159,0.0001989986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002263344,"about_ca_system_score_gemma":0.0002001085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001548945,"about_ca_topic_score_gemma":0.005916347,"domain_scores_codex":[0.9998465,0.000008118647,0.000007107624,0.00004673064,0.00007267802,0.00001879655],"domain_scores_gemma":[0.9997928,0.00006532521,0.00004116168,0.00002256593,0.00006432819,0.00001389984],"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":[0.00006062183,0.00001458653,0.0004167862,0.00002194955,0.000002067685,0.00002234165,0.00002887579,0.0005446267,0.9968768,0.00002271901,0.00002156304,0.00196701],"study_design_scores_gemma":[0.00000384742,0.0001616073,0.01316843,0.000002323171,0.000009365539,0.00002936986,0.00004545297,0.01010391,0.9761091,0.00001241933,0.0003439979,0.00001021859],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950293,0.0001199665,0.004130394,0.00001143837,0.00001059049,0.000007932907,0.000137361,0.00003944597,0.0005137385],"genre_scores_gemma":[0.9958819,0.00006666506,0.003161741,0.000004917141,0.000002395553,0.000006650253,0.00009212754,0.000007555571,0.0007760111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001548945,"threshold_uncertainty_score":0.005062819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006789618892936189,"score_gpt":0.2162005842050121,"score_spread":0.2094109653120759,"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."}}