{"id":"W4402254559","doi":"10.1007/s11340-024-01105-6","title":"Preliminary Insight Into Torsion of Additively-Manufactured Polylactic Acid (PLA)-Based Polymers","year":2024,"lang":"en","type":"article","venue":"Experimental Mechanics","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Polylactic acid; Torsion (gastropod); Materials science; Solid mechanics; Polymer; Composite material; Anatomy; Medicine","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":[0.0001450912,0.0002403815,0.00006572185,0.0002563208,0.0001002893,0.0001291855,0.0001637936,0.000166717,0.002921712],"category_scores_gemma":[0.0002312272,0.0001191078,0.0001221808,0.0001572853,0.0002713706,0.0002327361,0.0001103681,0.0002134343,0.0002912212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146019,"about_ca_system_score_gemma":0.000118936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002039976,"about_ca_topic_score_gemma":0.0004818745,"domain_scores_codex":[0.9999276,0.000007339885,0.000004483334,0.00001547412,0.00003253973,0.00001243127],"domain_scores_gemma":[0.9998597,0.00005445466,0.00003164578,0.00001701226,0.00002626371,0.00001093789],"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":[0.00004415496,0.00001436566,0.001134976,0.00005322352,0.000001692857,0.00008656449,0.00004134175,0.00111082,0.9921111,0.0002876194,0.00004268811,0.005071563],"study_design_scores_gemma":[0.000002575561,0.0002944776,0.01106509,0.00000934898,0.000008687381,0.0001819858,0.000070109,0.01092395,0.9755436,0.0001375212,0.001750572,0.00001194023],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861514,0.0005143346,0.01048778,0.00002773084,0.00001178434,0.00001296578,0.0001301584,0.00006417259,0.002599653],"genre_scores_gemma":[0.9952306,0.0001930908,0.003375267,0.000009386485,0.000003734501,0.000009025448,0.00008255968,0.00001036432,0.001086019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002921712,"threshold_uncertainty_score":0.009774089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01601725954093616,"score_gpt":0.2455104687880487,"score_spread":0.2294932092471125,"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."}}