{"id":"W3129465362","doi":"10.3390/polysaccharides2010005","title":"Didymo and Its Polysaccharide Stalks: Beneficial to the Environment or Not?","year":2021,"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":"Polysaccharide; Algae; Agriculture; Biology; Biotechnology; Natural resource economics; Environmental science; Ecology; Economics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005566065,0.0002038568,0.0002458358,0.0000693263,0.0003611167,0.0003840452,0.0004079179,0.00006143197,0.003451094],"category_scores_gemma":[0.0002812864,0.0001287227,0.00006303723,0.0002194366,0.00006604231,0.0002189358,0.0006436121,0.0001457143,0.001223116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005027896,"about_ca_system_score_gemma":0.0001518462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002652122,"about_ca_topic_score_gemma":0.0001992864,"domain_scores_codex":[0.9978739,0.00009241012,0.0002874889,0.0005481156,0.0005970897,0.0006010069],"domain_scores_gemma":[0.998966,0.0002139475,0.00005875053,0.0004332811,0.00005410891,0.0002739594],"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":[0.00008222739,0.00006866958,0.0002369878,0.000022107,0.00001465788,0.00007300219,0.0004926103,0.00004240758,0.9885792,0.002387284,0.0004142424,0.007586573],"study_design_scores_gemma":[0.0002279091,0.00009855048,0.004595,0.00002956967,0.00002349584,0.00003371883,0.0004551248,0.0002278762,0.9825109,0.0001873795,0.0113486,0.0002618874],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919453,0.001474167,0.000130848,0.005578199,0.0002878469,0.000261402,0.0001297691,0.0000571725,0.0001352754],"genre_scores_gemma":[0.9952478,0.0004213629,0.0003989872,0.00125422,0.0002809954,0.00007273213,0.000002456686,0.00003007985,0.002291369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01093436,"threshold_uncertainty_score":0.9995546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03222884954022742,"score_gpt":0.2794438666768685,"score_spread":0.2472150171366411,"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."}}