{"id":"W2598210884","doi":"10.3390/insects8020034","title":"Spectral Signatures of Immature Lucilia sericata (Meigen) (Diptera: Calliphoridae)","year":2017,"lang":"en","type":"article","venue":"Insects","topic":"Forensic Entomology and Diptera Studies","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Lucilia; Instar; Biology; Hyperspectral imaging; Calliphoridae; Larva; Reflectivity; Pupa; Zoology; Ecology; Remote sensing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005943721,0.0002537944,0.0001066075,0.0004597683,0.0001043047,0.0001251937,0.00009756699,0.0001129235,0.0005093325],"category_scores_gemma":[0.00008546386,0.0000837156,0.00009617227,0.0001818552,0.00007835042,0.0001019707,0.0001020939,0.0001703215,0.0001576078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001205059,"about_ca_system_score_gemma":0.00004225366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001640515,"about_ca_topic_score_gemma":0.004832138,"domain_scores_codex":[0.9999744,0.000002117866,0.000001483814,0.000009840246,0.000006916041,0.000005351167],"domain_scores_gemma":[0.9999181,0.00001166225,0.0000407461,0.000003896905,0.00001583176,0.000009691976],"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":[0.0002615655,0.00007317279,0.1161857,0.0001555799,0.00002443453,0.0001987787,0.0002492269,0.0004513728,0.8508651,0.00005158744,0.0003553791,0.03112817],"study_design_scores_gemma":[0.000001725892,0.0001565691,0.977537,0.00000544382,0.00001434808,0.0002422251,0.00008310327,0.0008677217,0.02068355,0.00001096616,0.0003911121,0.000006302403],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982667,0.0002039989,0.0005723126,0.000006308047,0.00000222148,0.000007389772,0.0004275798,0.00002740951,0.0004859725],"genre_scores_gemma":[0.9968746,0.0001409314,0.001637525,0.00001503705,0.000002328323,0.000009670993,0.0006788391,0.000007628456,0.0006334159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001640515,"threshold_uncertainty_score":0.003261924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801374229509762,"score_gpt":0.2373832167086236,"score_spread":0.2193694744135259,"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."}}