{"id":"W2757426807","doi":"","title":"Key to Forensically Important Piophilidae (Diptera) in the Nearctic Region","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Arthropod Identification","topic":"Forensic Entomology and Diptera Studies","field":"Agricultural and Biological Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University; Espace pour la vie; McGill University","funders":"","keywords":"Nearctic ecozone; Checklist; Fauna; Forensic entomology; Taxonomy (biology); Key (lock); Biology; Entomology; Ecology; Identification (biology); Identification key; Zoology; Scope (computer science); Geography; Larva; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007152444,0.0000748151,0.0001217681,0.00005479474,0.0001545973,0.0001003827,0.000240965,0.00004641768,0.00001964161],"category_scores_gemma":[0.0003940605,0.00002849227,0.00005585139,0.0003286414,0.0001360323,0.0001696556,0.000009034723,0.0001295823,0.0000340956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006840893,"about_ca_system_score_gemma":0.00009232365,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003941146,"about_ca_topic_score_gemma":0.2462548,"domain_scores_codex":[0.9990439,0.00009605657,0.0003767457,0.0001128567,0.0001706462,0.0001997643],"domain_scores_gemma":[0.9991605,0.00005575454,0.0001632108,0.00006727094,0.0002928866,0.0002604225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002217632,0.0001934858,0.6419377,0.00001357064,0.00008910846,0.001280758,0.02467518,0.0001374509,0.005844388,0.01998796,0.1773009,0.1283177],"study_design_scores_gemma":[0.0002462523,0.0005522192,0.9273437,0.00004582765,0.00002028357,0.0004234299,0.005103875,0.00001462238,0.0002201256,0.01492041,0.05096192,0.0001473362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704097,0.0004349987,0.00001149146,0.0280929,0.0004888209,0.0001221265,0.000003398482,0.000003236361,0.0004333323],"genre_scores_gemma":[0.9987714,0.00001892017,0.00004328551,0.0008428615,0.0002138751,0.000003410748,0.000007250327,6.413409e-7,0.00009835657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.285406,"threshold_uncertainty_score":0.7674991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03690629611509177,"score_gpt":0.2398875002127959,"score_spread":0.2029812040977041,"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."}}