{"id":"W4401811421","doi":"10.3390/md22090379","title":"Marine Collagen and Chitin: Promising Applications in Interdisciplinary Fields","year":2024,"lang":"en","type":"editorial","venue":"Marine Drugs","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; University of Toronto","funders":"","keywords":"Chitin; Nanotechnology; Chemistry; Biochemical engineering; Materials science; Biochemistry; Engineering; Chitosan","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003267532,0.0002826702,0.000350255,0.0002410573,0.0001386545,0.0003590227,0.0002297374,0.0004171496,0.001280026],"category_scores_gemma":[0.00006800237,0.0002766172,0.00005764618,0.0003160922,0.00005532727,0.0001485592,0.002192344,0.0003521189,0.0001393197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001519319,"about_ca_system_score_gemma":0.0001645709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001883757,"about_ca_topic_score_gemma":0.0006271708,"domain_scores_codex":[0.9982868,0.00005674948,0.0004601128,0.0006140618,0.0003327353,0.000249503],"domain_scores_gemma":[0.9991525,0.0002017388,0.0001628203,0.0003280656,0.00007193389,0.00008296442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001509816,0.0001934099,0.0001951216,0.001249434,0.00002664182,0.00005515298,0.002427439,0.000007151095,0.01510327,0.0001847301,0.9404684,0.03993829],"study_design_scores_gemma":[0.0004362884,0.00005644495,0.001250944,0.0001713003,0.00006232258,0.000008261122,0.0003732462,0.0002173727,0.001685166,0.002295851,0.9929628,0.000480003],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.1699889,0.0001113411,0.0001815475,0.001953537,0.7625011,0.001886649,0.0003832727,0.000455751,0.062538],"genre_scores_gemma":[0.1356939,0.0003896133,0.000825012,0.0001554495,0.7921386,0.001117283,0.005711928,0.0002231077,0.06374515],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05249442,"threshold_uncertainty_score":0.9999686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004836948737558785,"score_gpt":0.2674745509221388,"score_spread":0.26263760218458,"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."}}