{"id":"W4411195098","doi":"10.1016/j.chemosphere.2025.144518","title":"An experimental test of cyanotoxins as a potential driver of microbial community structure","year":2025,"lang":"en","type":"article","venue":"Chemosphere","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Genome Canada","keywords":"Environmental science; Test (biology); Environmental chemistry; Biochemical engineering; Engineering; Chemistry; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000342594,0.0006962857,0.0005475876,0.0002226793,0.0007293226,0.0004786138,0.0003685738,0.0006263625,0.001415929],"category_scores_gemma":[0.0003983566,0.0001616524,0.0003961301,0.0004698213,0.0005671146,0.0002819685,0.0006229877,0.0009369159,0.0002086985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001277925,"about_ca_system_score_gemma":0.002042141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03574833,"about_ca_topic_score_gemma":0.07797826,"domain_scores_codex":[0.9992507,0.00007343781,0.000042337,0.000236138,0.0002492176,0.0001481477],"domain_scores_gemma":[0.9993072,0.00007427912,0.000136316,0.00005263457,0.000287159,0.0001424912],"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":[0.0005802875,0.0003003353,0.009073013,0.0001272491,0.00002878931,0.00006204512,0.0001457562,0.0001181933,0.9873474,0.00003846353,0.00008329614,0.002095163],"study_design_scores_gemma":[0.00008962805,0.0197352,0.3154314,0.00005200598,0.0002042528,0.0001599131,0.000908226,0.002202003,0.6570976,0.0002140086,0.003829157,0.00007657948],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950598,0.0003017953,0.001625441,0.000095482,0.00003673132,0.0002323872,0.001442198,0.00002748198,0.001178627],"genre_scores_gemma":[0.9847541,0.000604509,0.006635236,0.0004390925,0.00003015826,0.0007108864,0.001964794,0.0000207759,0.004840398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03574833,"threshold_uncertainty_score":0.07108051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004811281043139751,"score_gpt":0.2389055852950897,"score_spread":0.23409430425195,"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."}}