{"id":"W4408837321","doi":"10.1016/j.forsciint.2025.112451","title":"Molecular identification of fungi associated with advanced decomposition at a human taphonomy facility in Canada","year":2025,"lang":"en","type":"article","venue":"Forensic Science International","topic":"Forensic Entomology and Diptera Studies","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada; Universities Space Research Association","keywords":"Taphonomy; Identification (biology); Decomposition; Computational biology; Biology; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001967159,0.00006442951,0.00009611034,0.00003839289,0.0001308277,0.00001286869,0.0002236691,0.00001992356,0.00004065003],"category_scores_gemma":[0.00007240856,0.00003068936,0.0000210535,0.0004592073,0.0002998022,0.0001167317,0.00007757423,0.00004424483,0.000001130078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004837956,"about_ca_system_score_gemma":0.00008935374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07944126,"about_ca_topic_score_gemma":0.8325099,"domain_scores_codex":[0.999148,0.00001790041,0.0002109348,0.0002182221,0.0002685417,0.0001363672],"domain_scores_gemma":[0.9995611,0.00006832016,0.0001079119,0.00004060411,0.0002009238,0.00002118782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006728203,0.00006230798,0.5071229,0.00000270191,0.00002799844,0.000005988361,0.00007048415,0.0004159072,0.4642267,0.002470572,0.0001373607,0.02538982],"study_design_scores_gemma":[0.000148589,0.00003839471,0.9110417,0.00002943435,0.000003365238,0.000001068474,0.0001170886,0.0002632762,0.08745787,0.0007764975,0.00006682155,0.00005587967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977066,0.00003517484,0.00001728711,0.0003239988,0.0002153787,0.0000961464,0.00005384852,0.000007730559,0.001543866],"genre_scores_gemma":[0.9996729,0.000001810582,0.00003015001,0.0001015571,0.000003748758,0.00001282138,0.00009544641,1.516957e-7,0.0000813842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7530687,"threshold_uncertainty_score":0.9266888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007674644139595161,"score_gpt":0.244348444118489,"score_spread":0.2366737999788938,"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."}}