{"id":"W2998848532","doi":"10.1016/j.hal.2019.101655","title":"Climate change and harmful benthic microalgae","year":2020,"lang":"en","type":"article","venue":"Harmful Algae","topic":"Marine Toxins and Detection Methods","field":"Environmental Science","cited_by":145,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Oceanic and Atmospheric Administration; Bundesministerium für Bildung und Forschung; Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii; Svenska Forskningsrådet Formas; Institute of Coding; European Commission; Agence Nationale de la Recherche; Réseau de cancérologie Rossy; United Nations Educational, Scientific and Cultural Organization; U.S. Environmental Protection Agency","keywords":"Benthic zone; Climate change; Environmental science; Fishery; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002600689,0.0001710644,0.0001722402,0.00002322129,0.0001583916,0.00005507166,0.0001565286,0.00006603041,0.00890815],"category_scores_gemma":[0.00004562625,0.0001583188,0.00005644993,0.0002161665,0.0001123414,0.0001989719,0.0004907421,0.0001846903,0.001353894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002647282,"about_ca_system_score_gemma":0.000002433133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001419144,"about_ca_topic_score_gemma":0.00002610557,"domain_scores_codex":[0.9987997,0.00008284921,0.0001905511,0.0004331355,0.0001627467,0.0003309994],"domain_scores_gemma":[0.9994211,0.00003173164,0.00006695082,0.0001787419,0.000006385962,0.0002950486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001465644,0.00008804013,0.1990313,0.00009209851,0.00002033311,0.00004392261,0.002044101,0.00001520402,0.03576042,0.0004759248,0.007744914,0.7545372],"study_design_scores_gemma":[0.001359653,0.0003662342,0.5673323,0.00002016828,0.00005572695,0.00006285032,0.0001917429,0.008473141,0.02077551,0.0005087862,0.400075,0.0007789484],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9065645,0.0003686125,0.002546707,0.01083205,0.0004558291,0.0007590892,0.00003885447,0.0004143012,0.07802009],"genre_scores_gemma":[0.9754869,0.0005375016,0.01235302,0.01059546,0.000399183,0.00006784081,0.000008059284,0.00004605762,0.0005060114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7537582,"threshold_uncertainty_score":0.9994237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05026114840926646,"score_gpt":0.2579058717776014,"score_spread":0.207644723368335,"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."}}