{"id":"W3175726706","doi":"10.15421/012122","title":"The biology of Simulium noelleri and Simulium dolini: morphological, ecological and molecular data","year":2021,"lang":"en","type":"article","venue":"Biosystems Diversity","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Simulium; Biology; Pupa; Zoology; Larva; Taxonomy (biology); Holarctic; Ecology; Genus","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":[],"consensus_categories":[],"category_scores_codex":[0.0003774158,0.0001172666,0.0002235107,0.00001284771,0.0005686808,0.00002704072,0.0005217917,0.0001654034,0.0005135114],"category_scores_gemma":[0.0001268294,0.0000764312,0.00003206382,0.0001058441,0.0009252453,0.0001088479,0.00762254,0.0001066811,0.0000805799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000301792,"about_ca_system_score_gemma":0.000009430179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005686823,"about_ca_topic_score_gemma":0.000671782,"domain_scores_codex":[0.9987602,0.000234146,0.0001582368,0.0004775079,0.0001113304,0.0002585512],"domain_scores_gemma":[0.9991575,0.000211849,0.00008584517,0.0004203008,0.00001828655,0.0001061675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009320929,0.0002109031,0.9542033,0.00004390995,0.0001042373,0.0004527174,0.0003248188,0.0001007544,0.0305737,0.0005933499,0.01260267,0.0006964017],"study_design_scores_gemma":[0.005049063,0.00169839,0.6105804,0.00003612548,0.0003957584,0.0004272792,0.005784709,0.02849389,0.02194653,0.003705704,0.3203444,0.001537642],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973076,0.000312139,0.00005402893,0.001017155,0.0002278069,0.0001281205,0.0001562123,0.00001884312,0.0007780716],"genre_scores_gemma":[0.9990718,0.0002321926,0.0001321334,0.0003816014,0.00001328074,5.500921e-7,0.00003534251,0.000002623589,0.0001305029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3436229,"threshold_uncertainty_score":0.9500951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03310580862277333,"score_gpt":0.2315620300194111,"score_spread":0.1984562213966377,"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."}}