{"id":"W4393356420","doi":"10.3390/md22040159","title":"Unlocking the Therapeutic Potential of Marine Collagen: A Scientific Exploration for Delaying Skin Aging","year":2024,"lang":"en","type":"article","venue":"Marine Drugs","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Skin Aging; Skin repair; Oxidative stress; Regeneration (biology); Antioxidant; Medicine; Wound healing; Chemistry; Biochemistry; Biology; Cell biology; Surgery; Dermatology","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":[0.0007848178,0.0001174091,0.0001239013,0.0001444245,0.0003754124,0.0006241421,0.0001794459,0.00003835395,0.0007338289],"category_scores_gemma":[0.00002523521,0.00009122975,0.00008514494,0.0004765168,0.00007128679,0.000421294,0.0001626119,0.00004787831,0.00003888202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005697997,"about_ca_system_score_gemma":0.00009123004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000567394,"about_ca_topic_score_gemma":0.00005001055,"domain_scores_codex":[0.9988566,0.00006500634,0.0003070678,0.0003000477,0.0002727078,0.0001985615],"domain_scores_gemma":[0.9994095,0.00009510999,0.000110763,0.0002317749,0.0001227766,0.00003005898],"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":[0.00004313031,0.00003090527,0.00005641688,0.0001161491,0.00001447095,0.000002402723,0.001719894,0.0003902675,0.9149869,0.001607398,0.000224634,0.08080745],"study_design_scores_gemma":[0.0007342397,0.00009264958,0.002469896,0.0001139275,0.0001756757,0.00003311916,0.003110864,0.144272,0.7700977,0.005019336,0.07344873,0.0004318352],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578308,0.0000813856,0.03610262,0.001526025,0.002764964,0.000571001,0.00002044847,0.0001500188,0.0009527529],"genre_scores_gemma":[0.9966142,0.000015626,0.0004051486,0.0000912415,0.0002518105,0.00007732236,0.00009351008,0.00002330042,0.002427798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1448891,"threshold_uncertainty_score":0.8034912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01865563924547913,"score_gpt":0.2657990371104717,"score_spread":0.2471433978649926,"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."}}