{"id":"W2130107551","doi":"10.1080/00085030.2015.1083306","title":"Confounding factors of fly artefacts in bloodstain pattern analysis","year":2015,"lang":"en","type":"article","venue":"Canadian Society of Forensic Science Journal","topic":"Forensic Entomology and Diptera Studies","field":"Agricultural and Biological Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Context (archaeology); Focus (optics); Computer science; Psychology; Geography; Archaeology","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":[0.001200927,0.0001032977,0.0003045273,0.0001139642,0.0002319612,0.00003704525,0.0003240928,0.00007164148,0.00006559018],"category_scores_gemma":[0.000146921,0.00004577234,0.0002216591,0.001773041,0.00112736,0.0002094164,0.000036464,0.0001652905,0.000001049801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001907998,"about_ca_system_score_gemma":0.0002929636,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04629289,"about_ca_topic_score_gemma":0.2365435,"domain_scores_codex":[0.998635,0.00002907871,0.0003203633,0.0001730528,0.0003981715,0.0004443428],"domain_scores_gemma":[0.9988714,0.00008099782,0.0002090805,0.00005259927,0.0003126976,0.0004732375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002169179,0.00001600444,0.9704317,0.000002646515,0.00007962766,0.000006392796,0.003512079,0.00005088857,0.001846499,0.00006911239,0.001096332,0.02288657],"study_design_scores_gemma":[0.000228789,0.0001917026,0.9700722,0.0000317987,0.00006790218,0.00001924937,0.02163851,0.0002615959,0.006092094,0.0008995102,0.0003436342,0.0001530638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982614,0.0001311171,0.00001453162,0.0007208131,0.0002058778,0.0000468373,0.0000185633,0.000003533821,0.0005973141],"genre_scores_gemma":[0.9994022,0.00001813931,0.0002665372,0.0002348655,0.00004583082,4.440605e-7,0.000004587263,4.210584e-7,0.00002700369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1902506,"threshold_uncertainty_score":0.9600579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03803380424167683,"score_gpt":0.260694049448349,"score_spread":0.2226602452066721,"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."}}