{"id":"W7161765116","doi":"10.82308/4864","title":"A taxonomic review of Canadian Oestridae (Diptera: Calyptratae)","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Forensic Entomology and Diptera Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Taxonomy (biology); Zoogeography; Parasitism","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":[0.0006050383,0.0006616186,0.0005738928,0.005727514,0.001203527,0.001317721,0.0007541509,0.0003721462,0.006482118],"category_scores_gemma":[0.001165878,0.0002126974,0.0003226241,0.01064708,0.0005384763,0.001007997,0.0005489816,0.0004834811,0.001818514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002897698,"about_ca_system_score_gemma":0.01194832,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2300152,"about_ca_topic_score_gemma":0.5165725,"domain_scores_codex":[0.9996038,0.00003230447,0.00005839022,0.00006406596,0.0001947163,0.00004675866],"domain_scores_gemma":[0.999065,0.0001098133,0.0001194434,0.00003061723,0.0005631245,0.0001120159],"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":[0.00007821632,0.0000258595,0.005597841,0.01444879,0.00008164132,0.0003131494,0.0009692211,0.0002181485,0.004492076,0.001868253,0.1033787,0.8685281],"study_design_scores_gemma":[0.00000287728,0.00002326359,0.02441618,0.002986131,0.00009187496,0.000359204,0.000352495,0.00003244992,0.0002172047,0.0002243679,0.9712839,0.0000101842],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003681818,0.972468,0.0006200709,0.001499654,0.001052213,0.00004610826,0.00115694,0.00004999966,0.01942523],"genre_scores_gemma":[0.01331746,0.9691901,0.002326821,0.000744961,0.0003730804,0.00003617346,0.002206522,0.00001453026,0.01179032],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7699848,"threshold_uncertainty_score":0.4573528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02037045138939901,"score_gpt":0.2357801282222829,"score_spread":0.2154096768328839,"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."}}