{"id":"W3121807369","doi":"10.1016/j.dib.2021.106800","title":"Bloom announcement: Late season cyanobacterial blooms co-dominated by Microcystis flos-aquae, Lyngbya birgei, and Aphanizomenon flos-aquae complex in Hamilton Harbour (Lake Ontario), an area of concern impacted by industrial effluent and residential wastewater.","year":2021,"lang":"en","type":"article","venue":"Data in Brief","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Environment and Climate Change Canada","keywords":"Harbour; Eutrophication; Tributary; Effluent; Environmental science; Hydrology (agriculture); Water quality; Wastewater; Bay; Algal bloom; Geography; Oceanography; Ecology; Environmental engineering; Phytoplankton; Geology; Biology; Nutrient","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007237168,0.0004136803,0.0007342283,0.00008386336,0.000125543,0.0002276504,0.0005358434,0.0002982993,0.001452521],"category_scores_gemma":[0.0000754409,0.000429129,0.00003183689,0.0003536469,0.000286886,0.0007525294,0.0006040084,0.0003600856,0.00001121344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003280955,"about_ca_system_score_gemma":0.0001116332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07886282,"about_ca_topic_score_gemma":0.3829502,"domain_scores_codex":[0.9966032,0.0003370872,0.0009427161,0.001020514,0.0005004739,0.0005960196],"domain_scores_gemma":[0.9983957,0.0001053888,0.0003646182,0.0008367966,0.00002434374,0.0002731724],"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":[0.001003173,0.0005200992,0.3856146,0.0001027736,0.0001133513,0.0001775304,0.002165557,0.00005594079,0.5980262,0.000006781982,0.01091432,0.001299674],"study_design_scores_gemma":[0.04850921,0.002446515,0.5505234,0.002080316,0.0004924788,0.0003294332,0.001195234,0.03528775,0.140911,0.0002044479,0.2139202,0.00410013],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830804,0.0001407992,0.00002123918,0.00006297294,0.0002492756,0.000634639,0.01568227,0.00002136249,0.0001070161],"genre_scores_gemma":[0.9743448,0.000122863,0.0001627692,0.00007171008,0.00006623935,0.00001491467,0.02489607,0.00003876796,0.0002818126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4571152,"threshold_uncertainty_score":0.9998161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03062865777137026,"score_gpt":0.2499535969197444,"score_spread":0.2193249391483741,"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."}}