{"id":"W4402321706","doi":"10.5376/ijmeb.2024.14.0020","title":"Integrative Taxonomy in Algae Combining Morphological, Molecular, and Ecological Data for Species Delimitation","year":2024,"lang":"en","type":"article","venue":"International Journal of Molecular Evolution and Biodiversity","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Taxonomy (biology); Algae; Ecology; Geography; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000622987,0.00007299044,0.0001201945,0.0001883071,0.0000461059,0.000181116,0.0002929978,0.0000515569,0.00006143397],"category_scores_gemma":[0.0002430115,0.00005497676,0.00004206935,0.00007255343,0.0001450492,0.000319146,0.0002727114,0.0001232138,0.000006005444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008371939,"about_ca_system_score_gemma":0.00006236246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002985367,"about_ca_topic_score_gemma":0.00001034397,"domain_scores_codex":[0.9991902,0.00007262899,0.0001872174,0.0001923977,0.0002519057,0.000105643],"domain_scores_gemma":[0.9994649,0.0001188577,0.00007480921,0.00005917486,0.0002247761,0.00005744389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006174255,0.0003871153,0.01836954,0.00005245214,0.0002013141,0.002127025,0.0002770259,0.0001276851,0.9318332,0.02961402,0.009560398,0.006832766],"study_design_scores_gemma":[0.01924439,0.006119435,0.5034148,0.001895971,0.0005984008,0.00350142,0.01389058,0.09252777,0.1538485,0.04822564,0.1541877,0.002545424],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569478,0.0009982917,0.03983125,0.001521189,0.0003245361,0.0001178782,0.0001384003,0.000008165355,0.0001124808],"genre_scores_gemma":[0.9937117,0.0001555048,0.005935197,0.0001199623,0.00002563365,0.000002150639,0.00003321701,0.00000168615,0.00001502429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7779848,"threshold_uncertainty_score":0.2241887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06846342484840402,"score_gpt":0.3074530325213962,"score_spread":0.2389896076729922,"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."}}