{"id":"W2103231364","doi":"10.1111/j.1556-4029.2009.01263.x","title":"Preliminary Studies into the Characterization of Chemical Markers of Decomposition for Geoforensics*","year":2010,"lang":"en","type":"article","venue":"Journal of Forensic Sciences","topic":"Forensic Entomology and Diptera Studies","field":"Agricultural and Biological Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Division of Environmental Biology; Curtin University of Technology","keywords":"Decomposition; Matrix (chemical analysis); Chemistry; Chromatography; Gas chromatography; Filtration (mathematics); Mass spectrometry; Dilution; Chemical decomposition; Organic chemistry; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009467083,0.00008355929,0.000251579,0.00002721624,0.0001799096,0.0000105139,0.0002579624,0.000055232,0.00001088449],"category_scores_gemma":[0.00033325,0.00002598228,0.0001422409,0.0002334625,0.001532604,0.0001635438,0.00005981974,0.00009796042,2.384222e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006568801,"about_ca_system_score_gemma":0.00001865577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001188313,"about_ca_topic_score_gemma":0.00005037056,"domain_scores_codex":[0.9990651,0.00003149318,0.0004198152,0.0001022834,0.0002427793,0.0001385472],"domain_scores_gemma":[0.9982452,0.0006123863,0.0005956872,0.00003575281,0.0004826512,0.00002834566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002551725,0.00004228569,0.004981939,0.00001745237,0.00005439568,6.715725e-7,0.0006952742,0.000002090024,0.9373797,0.001657566,0.0003249547,0.05458854],"study_design_scores_gemma":[0.0003276104,0.003414571,0.1179029,0.0001391244,0.000112198,0.00008592053,0.002865412,0.0001120624,0.8570124,0.017461,0.0004302469,0.0001365743],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996434,0.0002340371,0.00001250982,0.002439339,0.0006991682,0.0001094645,0.000006785379,0.00000321437,0.0000614558],"genre_scores_gemma":[0.9977398,0.00006106905,0.001900331,0.0000874768,0.0001962771,0.000003082482,0.000003776325,4.354109e-7,0.000007750951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1129209,"threshold_uncertainty_score":0.5646943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02254757068784136,"score_gpt":0.2875258008289547,"score_spread":0.2649782301411134,"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."}}