{"id":"W7125903223","doi":"10.71781/34048","title":"Evaluating the environmental impact of vertebrate body decomposition : a soil biogeochemical perspective","year":2025,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Forensic Entomology and Diptera Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Environmental impact assessment; Aquatic environment; Environmental effect; Biogeochemical cycle","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0006223693,0.0004642732,0.0005052109,0.0006856351,0.0003120438,0.001121342,0.0002873235,0.0004304966,0.00101309],"category_scores_gemma":[0.0003754594,0.0001748122,0.0004643611,0.0006429147,0.0002707333,0.0004383865,0.000328714,0.0003090046,0.0001807778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008118675,"about_ca_system_score_gemma":0.0007835904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01137135,"about_ca_topic_score_gemma":0.02913708,"domain_scores_codex":[0.9996625,0.00007206645,0.0000218799,0.00006081419,0.0001313768,0.00005133302],"domain_scores_gemma":[0.9997305,0.00006727278,0.00007339674,0.00001408453,0.00008384993,0.00003082355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000596941,0.0002499902,0.2350172,0.00111324,0.0003565521,0.0002828027,0.0002138632,0.006161127,0.7096113,0.0004871552,0.0001379669,0.04577187],"study_design_scores_gemma":[0.00001354581,0.002521018,0.8081022,0.0001316661,0.0002606564,0.0003361343,0.001020405,0.01032783,0.1724464,0.0006844914,0.00412212,0.00003355134],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990487,0.003304956,0.00285675,0.00006701267,0.00001091705,0.00004787799,0.0005080574,0.00001228397,0.002705213],"genre_scores_gemma":[0.9871231,0.004758332,0.005898877,0.0000547543,0.00001281993,0.00003088456,0.000468072,0.0000145306,0.001638533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01137135,"threshold_uncertainty_score":0.02261031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03819830125496951,"score_gpt":0.3730524251508018,"score_spread":0.3348541238958322,"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."}}