{"id":"W3119294462","doi":"10.14674/ijfs-1290","title":"AN INVESTIGATION OF THE MECHANICAL, MICROSTRUCTURAL AND THERMO-MECHANICAL PROPERTIES OF COLLAGEN FILMS CROSS-LINKED WITH SMOKE CONDENSATE AND GLUTARALDEHYDE","year":2019,"lang":"en","type":"article","venue":"Italian Journal of Food Science","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Glutaraldehyde; Elongation; Ultimate tensile strength; Materials science; Opacity; Transmission electron microscopy; Composite material; Extrusion; Chemical engineering; Chemistry; Chromatography; Nanotechnology; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006291853,0.0000980813,0.0002009227,0.00006959788,0.0001418688,0.0001763047,0.0003407284,0.00004615679,0.0000542596],"category_scores_gemma":[0.0000656535,0.0000560084,0.00002868347,0.0002840548,0.0008754357,0.0008692949,0.00006038064,0.0000657776,6.228382e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001900085,"about_ca_system_score_gemma":0.0002462433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009075532,"about_ca_topic_score_gemma":0.000009725208,"domain_scores_codex":[0.9987319,0.00008393206,0.000400229,0.0001824269,0.0004600248,0.0001414878],"domain_scores_gemma":[0.9986578,0.00001915115,0.0006180632,0.0001915207,0.000400358,0.0001131387],"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":[0.0001345451,0.00001079193,0.00298954,0.00002766099,0.000004738564,7.668295e-7,0.0009103605,0.00003742094,0.9956036,0.0002098529,9.181726e-7,0.00006980753],"study_design_scores_gemma":[0.0004317504,0.0007595092,0.08391204,0.0001096754,0.00001391154,0.0002111597,0.0005632231,0.0005714344,0.9131355,0.0002144025,0.000002350424,0.00007504755],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992651,0.0000455729,0.00001504842,0.0001804758,0.0002764986,0.0001909207,0.00001481496,0.000004982397,0.000006614841],"genre_scores_gemma":[0.9994499,0.000004880802,0.0004381537,0.00006229609,0.00001559206,7.931175e-7,2.783279e-7,0.000005971674,0.0000221445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0824681,"threshold_uncertainty_score":0.3225579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02140983138676771,"score_gpt":0.246086030414088,"score_spread":0.2246761990273203,"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."}}