{"id":"W7133104284","doi":"","title":"Fiber-matrix Adhesion in Thermoplastic Composites","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Fiber-reinforced polymer composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Thermoplastic; Adhesion; Glass fiber; Polymer; Adhesive; Fiber; Polyester; Polyethylene; Thermoplastic elastomer","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002229071,0.001218043,0.001153158,0.001111288,0.0003460955,0.000188735,0.0009352884,0.0006191334,0.02700092],"category_scores_gemma":[0.00008792526,0.001514173,0.0003864576,0.001293941,0.00005657841,0.0002589712,0.0002395819,0.001950692,0.002063894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007276974,"about_ca_system_score_gemma":0.0001802681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001293728,"about_ca_topic_score_gemma":0.0002963649,"domain_scores_codex":[0.9957989,0.0002195812,0.001124569,0.0008796433,0.0008459123,0.001131329],"domain_scores_gemma":[0.997021,0.001344027,0.0003775049,0.0009331694,0.00006798383,0.0002563173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007101432,0.0002020126,0.0008133605,0.003048741,0.0003973062,0.0002040679,0.04106099,0.5176646,0.4296092,0.0008729555,0.001983303,0.003433274],"study_design_scores_gemma":[0.006903479,0.001940517,0.01554013,0.005612745,0.001370962,0.0001735349,0.01504644,0.5092749,0.3963707,0.0003420403,0.03791817,0.009506329],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9140421,0.02385136,0.00007692257,0.0002332298,0.002808311,0.001341485,0.00005240859,0.0004863479,0.05710785],"genre_scores_gemma":[0.8827949,0.0004255174,0.0009293706,0.00002996592,0.0002323162,0.0002640717,0.002075959,0.0004568378,0.1127911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05568323,"threshold_uncertainty_score":0.9987307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008419950734998979,"score_gpt":0.289137864977458,"score_spread":0.2807179142424591,"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."}}