{"id":"W4408806568","doi":"10.3897/bdj.12.e129610","title":"CanFlyet: habitat zone and diet trait dataset for Diptera species of Canada and Greenland","year":2025,"lang":"en","type":"article","venue":"Biodiversity Data Journal","topic":"Forensic Entomology and Diptera Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Economic Development, Job Creation and Trade; Canada First Research Excellence Fund; Ontario Genomics; Genome Canada","keywords":"Trait; Habitat; Biology; Ecology; Taxon; Barcode; Taxonomic rank; Biodiversity; Ecosystem; Life history theory; Life history","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004468758,0.001173562,0.0007320407,0.005776042,0.001335786,0.001116082,0.001839497,0.0008761011,0.009368539],"category_scores_gemma":[0.003250933,0.0004319935,0.0007791055,0.007954801,0.0005364364,0.0005631268,0.001256505,0.0009056342,0.005707966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006635685,"about_ca_system_score_gemma":0.01124954,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8549881,"about_ca_topic_score_gemma":0.93252,"domain_scores_codex":[0.9993353,0.00003145441,0.00006293982,0.0001712106,0.0002541157,0.0001449036],"domain_scores_gemma":[0.9976573,0.0002483719,0.0002759289,0.0002848505,0.001223747,0.000309797],"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":[0.000287018,0.00009916846,0.06316511,0.001654524,0.0002480135,0.0003185993,0.0004952284,0.002694934,0.001973005,0.001335288,0.9015298,0.0261993],"study_design_scores_gemma":[0.0001653904,0.00003087021,0.263669,0.0005936124,0.0001039839,0.0002727463,0.0005300218,0.003599176,0.00128968,0.0006288522,0.7290027,0.0001139901],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0034168,0.0001158418,0.0001843662,0.00002984191,0.000009016172,0.00003298394,0.9951906,0.0002939488,0.0007265719],"genre_scores_gemma":[0.003568036,0.00005732854,0.0007355356,0.00001767443,0.000002270162,0.00005971592,0.9951579,0.00002701802,0.0003745113],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1450119,"threshold_uncertainty_score":0.2917318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0351063173504635,"score_gpt":0.2211041167799301,"score_spread":0.1859977994294666,"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."}}