{"id":"W2760851551","doi":"10.4039/tce.2017.43","title":"Taxonomic review of<i>Angarotipula</i>Savchenko, (Diptera: Tipulidae) in North America","year":2017,"lang":"en","type":"article","venue":"The Canadian Entomologist","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Museum of Nature","funders":"","keywords":"Subgenus; Pupa; Synonym (taxonomy); Zoology; Taxon; Biology; Instar; Taxonomy (biology); Nomenclature; Larva; Ecology; Genus","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002543743,0.0001521194,0.0002834289,0.00001863862,0.0004553551,0.000107562,0.001182085,0.00006348643,0.001127275],"category_scores_gemma":[0.0001275981,0.0000568518,0.0001182879,0.0001520941,0.0004643817,0.0001154158,0.0000997494,0.0002017978,0.0001288121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499247,"about_ca_system_score_gemma":0.00006766334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3543977,"about_ca_topic_score_gemma":0.9392508,"domain_scores_codex":[0.998881,0.00007867126,0.0002840584,0.0002389167,0.0001219923,0.0003954014],"domain_scores_gemma":[0.9991623,0.00005625039,0.0002450879,0.0003105932,0.0000446414,0.0001811457],"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":[0.00001794169,0.00008503532,0.4568756,0.000124834,0.00002039864,0.000109141,0.00005646796,0.000003044518,0.0002797922,0.0005261448,0.01082473,0.5310769],"study_design_scores_gemma":[0.00005302256,0.000045246,0.5488366,0.0001444009,0.00001177514,0.000006166681,0.00002418425,0.000001427485,0.00004874952,0.00001075597,0.4507024,0.0001152238],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647346,0.001743674,3.154189e-7,0.009247869,0.0002189077,0.0005169645,0.0001819238,0.0000163565,0.02333943],"genre_scores_gemma":[0.9959742,0.001027312,0.00002982884,0.002279769,0.0001089451,0.0000537005,0.00006737506,9.860087e-7,0.0004578786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5848531,"threshold_uncertainty_score":0.9997858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03949410395224261,"score_gpt":0.2396569298818756,"score_spread":0.200162825929633,"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."}}