{"id":"W1970498122","doi":"10.1111/j.1096-3642.2009.00500.x","title":"The<i>Simulium vernum</i>group (Diptera: Simuliidae) in Europe: multiple character sets for assessing species status","year":2009,"lang":"en","type":"article","venue":"Zoological Journal of the Linnean Society","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Simulium; Biology; Voltinism; Larva; Black fly; Ecology; Habitat; Character (mathematics); Zoology; Species group; Taxonomy (biology)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008419078,0.0001557791,0.0002447869,0.000009599233,0.0005189559,0.0001378316,0.0007015396,0.0001276983,0.0001783141],"category_scores_gemma":[0.0003082968,0.00008310597,0.0003110407,0.000213729,0.000390258,0.0003566474,0.0002750901,0.0005200472,0.00003641949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001986779,"about_ca_system_score_gemma":0.00001659188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001308708,"about_ca_topic_score_gemma":0.00007878395,"domain_scores_codex":[0.9984217,0.0001992904,0.0004008073,0.0001908953,0.000271161,0.000516137],"domain_scores_gemma":[0.9988897,0.0004856289,0.0003036999,0.0001763316,0.00004087352,0.0001037119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007904531,0.0008454598,0.8725909,0.00001558878,0.0001047829,0.00008914107,0.003913769,0.01049468,0.0299479,0.0002006144,0.0646839,0.01632283],"study_design_scores_gemma":[0.001325189,0.0003269721,0.8988913,0.00001547618,0.00002429959,0.00001964987,0.0004774535,0.008586365,0.0004628628,0.001063436,0.08864687,0.0001600771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935849,0.00007809267,0.0003774322,0.004727471,0.0005479944,0.0001837181,0.00001246293,0.00001173886,0.0004761744],"genre_scores_gemma":[0.992858,0.0001613582,0.001278874,0.005172483,0.0001475988,8.91021e-7,0.00000298491,0.000006660293,0.0003711385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02948504,"threshold_uncertainty_score":0.3991442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02163256825229871,"score_gpt":0.2364888457763458,"score_spread":0.2148562775240471,"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."}}