{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008132851,0.0002457637,0.0003448445,0.0003653423,0.0004427852,0.0004169417,0.0007427263,0.00003884374,0.001550724],"category_scores_gemma":[0.00004394156,0.0002481739,0.00005090627,0.00101151,0.0001055228,0.0005024469,0.001100764,0.0003186843,0.0001802684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001616556,"about_ca_system_score_gemma":0.000220328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005130779,"about_ca_topic_score_gemma":0.001695745,"domain_scores_codex":[0.9974101,0.0001260421,0.0004246733,0.0006868646,0.0006176691,0.0007346316],"domain_scores_gemma":[0.9988135,0.0002375719,0.00009965987,0.0004981105,0.00005574301,0.0002954626],"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":[0.0001122914,0.0002933177,0.01793041,0.00008535782,0.00001682781,0.00005861698,0.00140898,0.0002901717,0.9064639,0.06294614,0.001199416,0.009194526],"study_design_scores_gemma":[0.003591622,0.001026639,0.2329887,0.0002172447,0.0001339881,0.0001027096,0.01830103,0.002858317,0.6585441,0.02859044,0.04985745,0.0037877],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945623,0.001037649,0.0001342269,0.0008866116,0.0001451512,0.0007823514,0.0003010725,0.0001469442,0.002003645],"genre_scores_gemma":[0.9963563,0.0001617891,0.0004723406,0.0002127756,0.00008271253,0.001120409,0.00001122471,0.00004028482,0.001542129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2479198,"threshold_uncertainty_score":0.9999971,"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."}}