{"id":"W4205878534","doi":"10.3390/polysaccharides3010004","title":"Polysaccharide Stalks in Didymosphenia geminata Diatom: Real World Applications and Strategies to Combat Its Spread","year":2022,"lang":"en","type":"article","venue":"Polysaccharides","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Diatom; Environmental remediation; Invasive species; Biology; Sewage treatment; Ecology; Environmental science; Environmental engineering; Contamination","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":[0.0001378592,0.0003002497,0.0001646457,0.0003833689,0.0002203461,0.0005162241,0.0001102563,0.000448369,0.0005053121],"category_scores_gemma":[0.0001227663,0.000093756,0.0002285557,0.0004527539,0.0001589278,0.0003775735,0.0003160365,0.0004357068,0.000110213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00035966,"about_ca_system_score_gemma":0.000288426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001260048,"about_ca_topic_score_gemma":0.003391893,"domain_scores_codex":[0.9999422,0.000009873082,0.00000471002,0.00001085982,0.00001910712,0.00001325956],"domain_scores_gemma":[0.9999499,0.00000858633,0.00001535189,0.000003452494,0.00001071526,0.00001197593],"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":[0.00009222043,0.00002801912,0.00146809,0.0005926239,0.00001539083,0.0003014121,0.00008673187,0.0003302301,0.9785271,0.000459768,0.0001291311,0.01796926],"study_design_scores_gemma":[0.00001579742,0.0009197512,0.03561152,0.0002266322,0.0001409012,0.001222764,0.0008348267,0.001312538,0.8975611,0.0008398456,0.06128262,0.00003159431],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9464338,0.03997861,0.005993279,0.00082817,0.0001027518,0.00004187991,0.0005011752,0.00004457396,0.006075654],"genre_scores_gemma":[0.9749586,0.01575007,0.005746169,0.0001426626,0.00001270067,0.0000131009,0.0003049735,0.000007245762,0.003064553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001260048,"threshold_uncertainty_score":0.002609491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0201152129296383,"score_gpt":0.2980589072203227,"score_spread":0.2779436942906844,"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."}}