{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009466017,0.0001369942,0.0002161454,0.000007790456,0.0004218447,0.00004369254,0.0004402035,0.0001406522,0.0002089751],"category_scores_gemma":[0.0000886913,0.00005055993,0.00009643444,0.00005685804,0.0002566882,0.0001240836,0.0001472159,0.000165405,0.0000315435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009868298,"about_ca_system_score_gemma":0.000006240445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005668747,"about_ca_topic_score_gemma":0.001252566,"domain_scores_codex":[0.9992019,0.00002664205,0.0001521151,0.0002343201,0.0001391947,0.0002458553],"domain_scores_gemma":[0.9995083,0.00007331,0.0001463013,0.0001537734,0.00006004999,0.00005821651],"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":[0.0006162665,0.0003276989,0.1203856,0.00006554169,0.0002318132,0.0002057956,0.0009464393,0.000009213801,0.7625316,0.01075159,0.02037516,0.08355328],"study_design_scores_gemma":[0.0001338948,0.000202207,0.9639588,0.00002312427,0.00001306078,0.000007755158,0.00004827622,0.00000560494,0.02735586,0.001785102,0.006323053,0.0001432661],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869831,0.0009595733,5.779285e-7,0.001143435,0.0004583495,0.00009569254,0.00003629853,0.00003528376,0.01028764],"genre_scores_gemma":[0.9987301,0.00007019153,0.00006097652,0.0002409399,0.0002848719,0.000005163,0.00001810799,7.275008e-7,0.0005889413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8435732,"threshold_uncertainty_score":0.3244531,"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."}}