{"id":"W7018929936","doi":"","title":"Engineered Fiber-Reinforced Architected Cellular Composites: A Strategy to Develop Sustainable and Recyclable Advanced Materials","year":2023,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Key (lock); Work (physics); Process (computing); Flexibility (engineering); Component (thermodynamics)","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":[0.0001443413,0.0002077666,0.0001011278,0.0001639669,0.0001805683,0.0004964955,0.0001317096,0.0002418977,0.001830545],"category_scores_gemma":[0.00008255737,0.0001045523,0.0001590374,0.0001346952,0.000139533,0.0003526579,0.000196845,0.000396762,0.0004649263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002361507,"about_ca_system_score_gemma":0.0003065454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007805772,"about_ca_topic_score_gemma":0.002784494,"domain_scores_codex":[0.9999543,0.000004002869,0.000001652699,0.00001268308,0.00001431795,0.00001302333],"domain_scores_gemma":[0.9999645,0.000005316961,0.000007273136,0.000002991734,0.00001182497,0.000008100988],"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":[0.00005449348,0.00007109141,0.0002391474,0.00005521909,0.000004804561,0.00006127889,0.00007535248,0.0008433402,0.9625919,0.003085119,0.0006569268,0.03226129],"study_design_scores_gemma":[0.00001084537,0.0002078026,0.0008703531,0.00001318165,0.00001571012,0.00008681869,0.00009628732,0.002245133,0.9706169,0.0006482971,0.02517948,0.000009115695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9074159,0.008692013,0.0527099,0.0009661334,0.0005673453,0.00008013416,0.0002156423,0.000360706,0.02899222],"genre_scores_gemma":[0.9119785,0.00712493,0.03327267,0.0002286857,0.0000402253,0.00004491867,0.0001508973,0.00006208722,0.04709705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001830545,"threshold_uncertainty_score":0.006123781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532766966827092,"score_gpt":0.2608608963744095,"score_spread":0.2455332267061385,"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."}}