{"id":"W7117476435","doi":"10.3390/polysaccharides7010002","title":"Unlocking Nature’s Building Blocks: Emerging Advances in Chitin and Collagen Research","year":2025,"lang":"en","type":"article","venue":"Polysaccharides","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Chitin; Sustainability; Food industry; Food processing; Food products","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":[0.0005643027,0.0003051068,0.0003430422,0.0003304821,0.0002918485,0.001018195,0.0003310103,0.0006898169,0.001333613],"category_scores_gemma":[0.0004301473,0.0001593311,0.0001958694,0.0005793157,0.0007965117,0.001693179,0.0006115378,0.001140279,0.0006735675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003306687,"about_ca_system_score_gemma":0.0004915257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004701138,"about_ca_topic_score_gemma":0.001013232,"domain_scores_codex":[0.9998587,0.00002037459,0.00000676601,0.00002552798,0.00006150956,0.00002700075],"domain_scores_gemma":[0.9997017,0.000117766,0.0000479796,0.00001798232,0.00006731653,0.00004721346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001815971,0.000141455,0.000992178,0.004868777,0.00004957764,0.0004815914,0.0004671195,0.00136421,0.3733923,0.07381699,0.01907909,0.5251651],"study_design_scores_gemma":[0.00001848903,0.0003771156,0.0014832,0.0005964296,0.00003939285,0.001173878,0.00037279,0.002359053,0.1630414,0.02914667,0.8013261,0.00006535842],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03738495,0.9114224,0.02198897,0.0101766,0.002311561,0.00002431195,0.0001445376,0.0001522591,0.01639436],"genre_scores_gemma":[0.1845016,0.7797247,0.0195347,0.003999308,0.002301106,0.000039243,0.0002575815,0.00005732137,0.009584467],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001333613,"threshold_uncertainty_score":0.004461408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01628881725942019,"score_gpt":0.3614813929633016,"score_spread":0.3451925757038814,"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."}}