{"id":"W4393181442","doi":"10.3390/toxins16040169","title":"Microbial Diversity Impacts Non-Protein Amino Acid Production in Cyanobacterial Bloom Cultures Collected from Lake Winnipeg","year":2024,"lang":"en","type":"article","venue":"Toxins","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Metabolomics Innovation Centre; University of Alberta; University of Calgary; Okanagan University College; University of British Columbia","funders":"","keywords":"Cyanobacteria; Biology; Amino acid; Microcystin; Metagenomics; Food science; Bacteria; Botany; Biochemistry; Gene","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002011806,0.0005615646,0.0003621265,0.0008109794,0.001510959,0.0009946626,0.0003959566,0.0002119638,0.0006139977],"category_scores_gemma":[0.000478786,0.0003123429,0.0002569175,0.001068525,0.0004823782,0.0002659548,0.0007968294,0.000257621,0.0001008711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005161136,"about_ca_system_score_gemma":0.004779945,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8356316,"about_ca_topic_score_gemma":0.9294236,"domain_scores_codex":[0.9995782,0.0000210872,0.00002200221,0.0001041651,0.0001610836,0.000113431],"domain_scores_gemma":[0.9997146,0.00001292021,0.00004954507,0.000005314815,0.0001501098,0.00006743253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004150365,0.00008378265,0.7086126,0.0001871311,0.0001385364,0.0003906724,0.002734852,0.0002713445,0.2770822,0.00009680845,0.0003144666,0.00967268],"study_design_scores_gemma":[0.000006978244,0.00007663038,0.9880686,0.0000213312,0.00004579961,0.00008044017,0.001641278,0.0004443546,0.008380009,0.00001234805,0.001207358,0.00001480225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984321,0.0002449407,0.0001222505,0.0000457494,0.000004479387,0.0000278469,0.0005243954,0.000005514556,0.0005926352],"genre_scores_gemma":[0.9966485,0.0003379124,0.0009169794,0.00009972872,0.000003491889,0.00003440949,0.0008692917,0.000006718621,0.00108293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1643684,"threshold_uncertainty_score":0.3306727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008604105004083549,"score_gpt":0.2174793009001478,"score_spread":0.2088751958960642,"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."}}