{"id":"W4293549039","doi":"10.15578/squalen.633","title":"A Review on The Biological, Physical and Chemical Mitigation of Harmful Algal Bloom","year":2022,"lang":"en","type":"review","venue":"SQUALEN Bulletin of Marine and Fisheries Postharvest and Biotechnology","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Universiti Sains Malaysia","keywords":"Algal bloom; Harm; Biochemical engineering; Environmental science; Risk analysis (engineering); Human health; Business; Natural resource economics; Environmental resource management; Environmental planning; Computer science; Ecology; Engineering; Biology; Environmental health; Medicine; Political science; Economics; Phytoplankton","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003300958,0.0002689552,0.001035736,0.00003037516,0.00007153759,0.00001093467,0.0002300188,0.0002880447,0.001595548],"category_scores_gemma":[0.0001647493,0.0001621745,0.0001075177,0.0001371985,0.001058508,0.00001375057,0.0008860239,0.0004026044,0.00000726996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001542323,"about_ca_system_score_gemma":0.000009901975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002645384,"about_ca_topic_score_gemma":0.0000299805,"domain_scores_codex":[0.9987444,0.0001466278,0.0004502024,0.0003771891,0.0001197448,0.0001618553],"domain_scores_gemma":[0.9988809,0.0003968508,0.0004035772,0.0002719013,0.000005356463,0.00004136644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002307235,0.0001426159,0.0008716609,0.01278846,0.00008442645,0.000006291965,0.00006568218,2.049811e-8,0.00003350326,0.003481303,0.006708766,0.9757942],"study_design_scores_gemma":[0.00008964477,0.000435629,0.00009950004,0.001551874,0.0001276443,0.00007880378,0.00004990156,0.000004638774,0.00002065653,0.0002073683,0.9971551,0.0001792077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05119161,0.9417737,0.000001078275,0.004124384,0.00004299523,0.0009004139,0.0001654911,0.000029397,0.001770944],"genre_scores_gemma":[0.001065485,0.9983124,0.0000901247,0.0002530411,0.00001969925,0.00006104048,0.00008654181,0.00001338084,0.00009831208],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9904464,"threshold_uncertainty_score":0.9993171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02185647831137144,"score_gpt":0.2363940657154821,"score_spread":0.2145375874041106,"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."}}