{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001014366,0.0001169896,0.0001667394,0.0005059128,0.0003349177,0.0002292939,0.0001867139,0.0001098808,0.0003647941],"category_scores_gemma":[0.0003751576,0.0001180842,0.00002182649,0.0008695249,0.00007721756,0.0004712812,0.0001498217,0.0002110792,0.00001103183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008760882,"about_ca_system_score_gemma":0.00008135876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001050882,"about_ca_topic_score_gemma":0.0002644246,"domain_scores_codex":[0.9985806,0.0001272919,0.0002818892,0.00038047,0.0002691803,0.0003605788],"domain_scores_gemma":[0.9993905,0.0002247499,0.00007078545,0.0001693602,0.00009245847,0.00005211166],"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":[0.00003318142,0.00002491452,0.006076409,0.00004557706,0.000002642769,0.000007833771,0.0003724911,0.0000415677,0.9752979,0.00421887,0.00007189436,0.01380666],"study_design_scores_gemma":[0.0005433899,0.00003052138,0.02597396,0.0004603281,0.00001226259,0.00001260574,0.001912061,0.001737038,0.9358386,0.004787401,0.02838133,0.0003105029],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913741,0.004046601,0.0003574456,0.001100301,0.0005782865,0.0002069123,0.000005921909,0.00007804752,0.002252339],"genre_scores_gemma":[0.9978127,0.0007212239,0.000457637,0.0001931452,0.0000975209,0.00003665129,0.000001965729,0.00001023006,0.000668884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03945936,"threshold_uncertainty_score":0.4815333,"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."}}