{"id":"W4394797117","doi":"10.24294/jpse.v7i1.4471","title":"Collagen derived from a giant African snail (Achatina achatina) for biomedical applications","year":2024,"lang":"en","type":"article","venue":"Journal of Polymer Science and Engineering","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of Ghana","keywords":"Achatina; Thermogravimetric analysis; Type I collagen; Chemistry; Fourier transform infrared spectroscopy; Gel electrophoresis; Polyacrylamide gel electrophoresis; Differential scanning calorimetry; Nuclear chemistry; Biochemistry; Snail; Enzyme; Biology; Pathology; Chemical engineering; Organic chemistry; Medicine","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":[0.0001615723,0.0003292641,0.0001741133,0.0003869579,0.0003211067,0.0002789092,0.0001452955,0.000293733,0.0009417681],"category_scores_gemma":[0.0001296904,0.000143748,0.0002370944,0.0004018103,0.0002210314,0.0001946195,0.0002365689,0.0003480253,0.0002450036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001591479,"about_ca_system_score_gemma":0.0002586616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005925809,"about_ca_topic_score_gemma":0.002337785,"domain_scores_codex":[0.999909,0.00001224394,0.000009119336,0.00001966192,0.0000372932,0.00001257661],"domain_scores_gemma":[0.9998704,0.00001697928,0.00004026794,0.00001165189,0.00002726872,0.00003330767],"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":[0.00003038123,0.000009862571,0.0003941672,0.00007853569,0.00000349629,0.00008172644,0.0000109757,0.00003828239,0.997992,0.00002698542,0.00001533158,0.001318403],"study_design_scores_gemma":[0.00001723806,0.0005916069,0.0270099,0.00006462562,0.00005080879,0.001861857,0.0001690543,0.000698554,0.9608991,0.000101895,0.00851851,0.00001691266],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849083,0.002955319,0.008150759,0.0001429384,0.00004922388,0.0001214641,0.0007639697,0.00005542285,0.002852568],"genre_scores_gemma":[0.9727845,0.002308574,0.01812677,0.00008828376,0.00001356183,0.00006740761,0.000843972,0.00002058256,0.005746339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009417681,"threshold_uncertainty_score":0.003150463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009437608396347658,"score_gpt":0.2402066293508976,"score_spread":0.23076902095455,"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."}}