{"id":"W4403494029","doi":"10.1016/j.jglr.2024.102455","title":"Spatiotemporal dynamics of cyanobacterium Dolichospermum lemmermannii populations in a bloom-prone region of Lake Superior","year":2024,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bloom; Algal bloom; Dynamics (music); Geology; Oceanography; Ecology; Biology; Phytoplankton; Nutrient","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001436464,0.0002299665,0.0002258182,0.0005989182,0.0004995667,0.0004415794,0.0001821624,0.0002096437,0.0006847947],"category_scores_gemma":[0.000257956,0.0001692304,0.0001850016,0.0006966302,0.0002661821,0.0002952672,0.0005945593,0.0001389504,0.0001263284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008551734,"about_ca_system_score_gemma":0.0005343319,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07172369,"about_ca_topic_score_gemma":0.1321955,"domain_scores_codex":[0.9998922,0.000006320085,0.00000738087,0.0000384069,0.00002608208,0.00002948985],"domain_scores_gemma":[0.9997179,0.0000160229,0.00009968074,0.000009205576,0.0000708216,0.00008639484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001233555,0.00002338693,0.9599541,0.00002972403,0.00002985902,0.0001334331,0.001002133,0.0002510475,0.03590605,0.00002571709,0.000125901,0.002395316],"study_design_scores_gemma":[0.000001417352,0.00002529697,0.9988008,0.000002695877,0.000006508545,0.0000200651,0.000347367,0.0002858427,0.0003753453,0.000005077889,0.0001266042,0.000003118465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996755,0.00002079866,0.00001408687,0.000006977324,4.192555e-7,0.000001351551,0.0001515114,0.00000339843,0.0001258666],"genre_scores_gemma":[0.9992633,0.00003272137,0.00008050497,0.0000100676,0.000001466544,0.000005495418,0.000400496,8.449901e-7,0.000205143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9282763,"threshold_uncertainty_score":0.1426125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06138463211369533,"score_gpt":0.3383299018302454,"score_spread":0.27694526971655,"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."}}