{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004054027,0.0009276744,0.001135088,0.003180043,0.0003556265,0.00106934,0.0007525654,0.0007628247,0.008714737],"category_scores_gemma":[0.0008510748,0.0002703838,0.0009256649,0.003412711,0.0002398633,0.001376124,0.0005247206,0.001026329,0.002276009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004547574,"about_ca_system_score_gemma":0.001849405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001840997,"about_ca_topic_score_gemma":0.003091336,"domain_scores_codex":[0.999774,0.00003157217,0.00004277621,0.00004170516,0.00009073126,0.00001917807],"domain_scores_gemma":[0.9996067,0.0001879983,0.00006811733,0.00001025998,0.00009858957,0.00002840037],"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":[0.00008360148,0.0001196362,0.0002899719,0.1129484,0.0002565772,0.0003187206,0.0001762787,0.0004718696,0.004604526,0.00368197,0.0507229,0.8263255],"study_design_scores_gemma":[0.000007643369,0.00009607202,0.0009502109,0.0100089,0.000305556,0.000668937,0.0000729868,0.00005014678,0.0005902785,0.0008071279,0.9864236,0.00001858713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002384154,0.9969144,0.0001719278,0.0002434258,0.0002284483,0.00001097671,0.00009206875,0.00001291334,0.002087468],"genre_scores_gemma":[0.0007263824,0.9979868,0.0002888425,0.0001243714,0.00008145616,0.000007175704,0.00007993065,0.000001815031,0.0007031728],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008714737,"threshold_uncertainty_score":0.0291537,"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."}}