{"id":"W4413439752","doi":"10.1016/j.marmicro.2025.102502","title":"Progress, challenges and future directions in marine organic-walled dinoflagellate cyst research: New insights from an international workshop","year":2025,"lang":"en","type":"article","venue":"Marine Micropaleontology","topic":"Protist diversity and phylogeny","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; Université du Québec à Montréal","funders":"Consorcio Interuniversitario do Sistema Universitario de Galicia; European Commission; European Regional Development Fund; Centro de Ciências do Mar e do Ambiente; Fundação para a Ciência e a Tecnologia; Centro de Ciências do Mar; National Institute of Environmental Health Sciences; Universidade de Vigo; National Institutes of Health; Woods Hole Oceanographic Institution; Xunta de Galicia; National Science Foundation","keywords":"Dinoflagellate; Oceanography; Marine research; Environmental science; Geology; Earth science; Environmental resource management","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":[0.02901975,0.0008474269,0.00109052,0.001523918,0.001882492,0.008816154,0.001940156,0.005548754,0.007937724],"category_scores_gemma":[0.005531079,0.0003913903,0.000971565,0.001608378,0.003924693,0.01003131,0.005856301,0.004897944,0.001248407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002363615,"about_ca_system_score_gemma":0.009859799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003374625,"about_ca_topic_score_gemma":0.009403893,"domain_scores_codex":[0.9976366,0.0006340438,0.0002105882,0.000315807,0.000433244,0.0007697797],"domain_scores_gemma":[0.9889299,0.003752371,0.0005387556,0.0003954925,0.002761093,0.003622379],"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":[0.001211854,0.0007767269,0.01111716,0.006497721,0.000184886,0.0009732769,0.006209731,0.002023438,0.02235076,0.04459202,0.1393873,0.7646752],"study_design_scores_gemma":[0.0001001607,0.0007055302,0.01034414,0.004161123,0.0001313642,0.0007654337,0.02159709,0.001108189,0.004329194,0.04710338,0.9094806,0.0001738269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02360979,0.6700666,0.005852835,0.2813676,0.00834562,0.00004837468,0.0003275376,0.0001546553,0.01022692],"genre_scores_gemma":[0.1860866,0.70811,0.02809776,0.04937832,0.009953713,0.0001706589,0.001100763,0.0001143102,0.01698787],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02901975,"threshold_uncertainty_score":0.1534729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02286289604872225,"score_gpt":0.2906279474411808,"score_spread":0.2677650513924585,"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."}}