{"id":"W2271710296","doi":"10.5281/zenodo.11962","title":"Hemiptera-of-Canada-DNA-Barcode-Library-workflow: Hemiptera of Canada DNA Barcode Library workflow","year":2014,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Barcode; Hemiptera; Workflow; DNA barcoding; DNA; Computer science; Biology; Database; Genetics; Zoology; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003520496,0.00232464,0.001752197,0.004273452,0.001924957,0.003554449,0.003102039,0.001678072,0.07426282],"category_scores_gemma":[0.009353394,0.002276995,0.002028823,0.001980236,0.000842882,0.001538564,0.002619725,0.002987818,0.09829506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003867078,"about_ca_system_score_gemma":0.01110143,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06993866,"about_ca_topic_score_gemma":0.09784288,"domain_scores_codex":[0.9981452,0.0001459075,0.0001973135,0.0005936985,0.0006920318,0.0002258423],"domain_scores_gemma":[0.9961971,0.0007487619,0.0002733679,0.0008439577,0.001585096,0.0003517284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001453301,0.0001820501,0.007160604,0.003545764,0.0005166419,0.000648596,0.001058613,0.005485675,0.1268984,0.01061154,0.638122,0.2043169],"study_design_scores_gemma":[0.0003373944,0.00008487528,0.007379383,0.0004681527,0.0001423165,0.0006689242,0.0001970709,0.01034817,0.09149501,0.006968948,0.8813506,0.0005591831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.004936462,0.0008511253,0.4522829,0.000563991,0.0004155372,0.003483474,0.2621659,0.2573748,0.01792593],"genre_scores_gemma":[0.0147154,0.001060003,0.6222732,0.001087986,0.00008072489,0.005463223,0.2769599,0.05191685,0.0264427],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.9300613,"threshold_uncertainty_score":0.2484339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01588823604964708,"score_gpt":0.1813057847902854,"score_spread":0.1654175487406384,"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."}}