{"id":"W4400410922","doi":"10.1109/iceeac61226.2024.10576201","title":"Camel Detection Using Fine-Tuned YOLOv8","year":2024,"lang":"en","type":"article","venue":"","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Computer science","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":[0.0002790353,0.0006508013,0.0004768462,0.000434276,0.0002114363,0.0005177199,0.0009243608,0.0006407687,0.001573498],"category_scores_gemma":[0.0004807433,0.0002499807,0.0005252085,0.0001246105,0.0001715737,0.0004872664,0.0005301499,0.0004770453,0.0009175933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005113661,"about_ca_system_score_gemma":0.0004853646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00456138,"about_ca_topic_score_gemma":0.00596366,"domain_scores_codex":[0.9998847,0.000007277857,0.000003357552,0.00005799296,0.00001971514,0.0000269978],"domain_scores_gemma":[0.9999018,0.00001910041,0.00001323477,0.00000932936,0.00004304569,0.00001357936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001117086,0.000537261,0.0316159,0.0003324826,0.0003111908,0.000439585,0.0001468482,0.2804663,0.2737315,0.001915877,0.009112231,0.4002736],"study_design_scores_gemma":[0.00001572044,0.000140588,0.003600377,0.00001123033,0.00002836934,0.00007851889,0.00002498215,0.9788979,0.01543669,0.0003216702,0.001431143,0.00001279304],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5762139,0.001324782,0.4019683,0.0004578125,0.000442924,0.0001673852,0.00100628,0.009251299,0.00916736],"genre_scores_gemma":[0.9283592,0.0002388952,0.06320145,0.0002470232,0.00004981028,0.00006562966,0.001625568,0.0001391754,0.006073246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00456138,"threshold_uncertainty_score":0.009069681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02758209518121469,"score_gpt":0.3019228350694554,"score_spread":0.2743407398882407,"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."}}