{"id":"W4399430220","doi":"10.3390/toxins16060263","title":"Characterization of Taxonomic and Functional Dynamics Associated with Harmful Algal Bloom Formation in Recreational Water Ecosystems","year":2024,"lang":"en","type":"article","venue":"Toxins","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Ministère de l’Environnement, de la Protection de la nature et des Parcs","keywords":"Bloom; Algal bloom; Ecosystem; Ecology; Recreation; Biology; Recreational fishing; Fishery; Environmental science; Phytoplankton","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003197274,0.0002110957,0.0001619402,0.001096822,0.0004038826,0.0004094654,0.0001540603,0.0002338081,0.000589672],"category_scores_gemma":[0.000511217,0.0001303123,0.0001421328,0.0009125737,0.0003413433,0.0004653056,0.0005158564,0.0001883718,0.000130172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003883148,"about_ca_system_score_gemma":0.000419307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005520949,"about_ca_topic_score_gemma":0.01822902,"domain_scores_codex":[0.9998186,0.00003274334,0.00001622951,0.00005125503,0.00004512969,0.00003597435],"domain_scores_gemma":[0.9994844,0.00006914759,0.0002172662,0.00002595066,0.0001372799,0.00006591719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000102818,0.00004592445,0.8077847,0.00007630772,0.00002852042,0.0000834981,0.00073013,0.0001974874,0.1819266,0.00006854461,0.00007114004,0.008884314],"study_design_scores_gemma":[6.096742e-7,0.00004886943,0.9955057,0.000003369181,0.000007975342,0.00005618254,0.000333954,0.0003194263,0.003436055,0.00003398734,0.0002502953,0.000003561532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991279,0.00009342222,0.0002846614,0.00001489394,5.757893e-7,0.000007076385,0.0001896603,0.000005027622,0.0002768085],"genre_scores_gemma":[0.9976969,0.0001405395,0.001163694,0.00002082302,0.000002315137,0.00001554687,0.0004817948,0.000003958046,0.0004744861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005520949,"threshold_uncertainty_score":0.01097763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008334216375270173,"score_gpt":0.1780061197722371,"score_spread":0.1696719033969669,"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."}}