{"id":"W2777495132","doi":"10.1016/j.matdes.2017.12.025","title":"Development of melt-stretching technique for manufacturing fully-recyclable thermoplastic honeycombs with tunable cell geometries","year":2017,"lang":"en","type":"article","venue":"Materials & Design","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Honeycomb; Composite material; Honeycomb structure; Thermoplastic; Buckling; Voronoi diagram; Polycarbonate; Fabrication; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.0002561974,0.0002290638,0.0003286981,0.0001046955,0.0002985164,0.00021073,0.00033522,0.00008302907,0.00009773519],"category_scores_gemma":[0.000009309494,0.0001897756,0.00003149432,0.00002778455,0.00003436526,0.000137861,0.0000598832,0.00005710051,0.000005493383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003910956,"about_ca_system_score_gemma":0.00003654357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001812736,"about_ca_topic_score_gemma":0.000004675492,"domain_scores_codex":[0.999082,0.0000169524,0.0002827946,0.0001821542,0.0001320154,0.0003040753],"domain_scores_gemma":[0.999363,0.00005988606,0.0001244984,0.0003773091,0.00002837109,0.00004691923],"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":[0.00009099458,0.000009900245,0.00000801433,0.0003992549,0.00005094153,0.00000417539,0.0002337269,0.002932089,0.9954354,0.00002560118,0.00007562243,0.0007342576],"study_design_scores_gemma":[0.0003439796,0.00005364607,0.0002245187,0.00009738547,0.00003184131,0.00000762396,0.00002985438,0.0000835156,0.9975803,0.0005273796,0.0007686253,0.0002513308],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6982508,0.00006594023,0.3003808,0.000004016236,0.0002277335,0.0005148671,0.00001740304,0.0001025398,0.0004359596],"genre_scores_gemma":[0.8997725,0.000007174649,0.09988172,0.000002568547,0.00004662348,0.0001292158,0.00001141698,0.00005415284,0.00009465258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2015217,"threshold_uncertainty_score":0.7738824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01269157024440819,"score_gpt":0.1986366248373691,"score_spread":0.185945054592961,"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."}}