{"id":"W7028051069","doi":"","title":"The Economic Costs of Algal Blooms: Great Lakes Evidence and Research Priorities","year":2022,"lang":"en","type":"article","venue":"ScholarWorks@BGSU (Bowling Green State University)","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Circumstantial evidence; Hyporeflexia; Liquation; Articular cartilage damage; Diafiltration","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001902085,0.0001303287,0.0001643049,0.0001415023,0.002348996,0.00006201432,0.0006758173,0.0000636159,0.001656171],"category_scores_gemma":[0.00007437132,0.0001222306,0.00005212035,0.0004184553,0.00114585,0.0006402309,0.001247105,0.0007567952,0.0001443891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000801967,"about_ca_system_score_gemma":0.0001201897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001861501,"about_ca_topic_score_gemma":0.003700441,"domain_scores_codex":[0.9979724,0.0006519543,0.0001943481,0.0003771292,0.0003741517,0.0004299598],"domain_scores_gemma":[0.998702,0.0007293052,0.000115669,0.0003184291,0.00002970916,0.0001048563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007315154,0.0001289738,0.9266884,0.00003116273,0.0001212591,0.0003903554,0.004672067,0.002961605,0.003198674,0.005172337,0.003160364,0.0527433],"study_design_scores_gemma":[0.007601568,0.004536724,0.5435488,0.0006425963,0.0007198389,0.000295425,0.06858534,0.02391594,0.008489659,0.01492785,0.323279,0.003457342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972553,0.0002792455,0.00003840888,0.0003342124,0.0001656324,0.0002759283,0.00002404262,0.00002556656,0.001601682],"genre_scores_gemma":[0.9857328,0.0004341521,0.000141899,0.00003613477,0.00001888095,0.000003739078,0.000002963887,0.00001218,0.01361723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3831396,"threshold_uncertainty_score":0.9992564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0359127262217656,"score_gpt":0.2638192015961899,"score_spread":0.2279064753744243,"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."}}