{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001792599,0.0003314571,0.0002295592,0.0002824738,0.0003888721,0.001007697,0.0001415114,0.0006875877,0.001080644],"category_scores_gemma":[0.00018049,0.00009207991,0.000158586,0.0003229792,0.0005186158,0.0008669498,0.0004287354,0.0004570839,0.0001726104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003236058,"about_ca_system_score_gemma":0.0004430561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007603593,"about_ca_topic_score_gemma":0.002012486,"domain_scores_codex":[0.9999217,0.00001552591,0.000003200526,0.00001016303,0.00001870903,0.00003064524],"domain_scores_gemma":[0.9999238,0.00001249044,0.00002087145,0.000004970484,0.00001648208,0.00002144733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005935457,0.0001676825,0.01142743,0.002447656,0.00006927526,0.002221595,0.0007407049,0.0003148662,0.8423137,0.02035939,0.001581634,0.1177625],"study_design_scores_gemma":[0.00005455645,0.001944408,0.06200975,0.0009767652,0.0003432218,0.005369519,0.007700359,0.0009165491,0.6351019,0.01934806,0.266147,0.00008798111],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8633859,0.09491733,0.003940362,0.009484254,0.000754852,0.00006542509,0.0003530678,0.00002538187,0.02707347],"genre_scores_gemma":[0.9469281,0.04077373,0.002664451,0.001131258,0.0001422134,0.00001823219,0.00009772923,0.000009346315,0.008234906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001080644,"threshold_uncertainty_score":0.003615081,"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."}}