{"id":"W2048375701","doi":"10.1094/cchem.2003.80.5.553","title":"X‐ray Image Analysis to Detect Infestations Caused by Insects in Grain","year":2003,"lang":"en","type":"article","venue":"Cereal Chemistry","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Sitophilus; Larva; Instar; Biology; Infestation; Pupa; Plodia interpunctella; Rice weevil; Insect; Horticulture; Agronomy; Botany; Pyralidae","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005791967,0.0001310315,0.0001504933,0.0000644039,0.00003310038,0.00002169829,0.00007969397,0.00005361424,0.0001195306],"category_scores_gemma":[0.00008978538,0.0001554297,0.00005031731,0.0007480467,0.0000168393,0.0001054099,0.000009356885,0.0001667858,0.00001547661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014493,"about_ca_system_score_gemma":0.00001532048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002728392,"about_ca_topic_score_gemma":0.00004491073,"domain_scores_codex":[0.9993401,0.00000951606,0.0001596831,0.0001624326,0.00008003238,0.0002482721],"domain_scores_gemma":[0.9996293,0.00003467922,0.00001583112,0.0001912199,0.00001980243,0.0001091827],"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":[0.000002945878,0.00002067381,0.002285039,0.00008400046,0.0001143721,0.00002613712,0.0004162926,0.05341376,0.9413184,0.00001342961,0.0009885114,0.00131645],"study_design_scores_gemma":[0.0005395311,0.000006458695,0.004899826,0.00002127718,0.00009803824,0.000003612656,0.0002348654,0.003180854,0.9824696,0.0003059744,0.007747237,0.0004927253],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337223,0.000156135,0.03598486,0.00002347182,0.00003001655,0.00007404709,0.00003161527,0.0001851256,0.02979239],"genre_scores_gemma":[0.9976358,0.00001765802,0.00196182,0.00003586726,0.00001431244,0.000030345,0.00004305799,0.00002223287,0.0002388953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06391347,"threshold_uncertainty_score":0.6338238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004062521485111503,"score_gpt":0.218382637189118,"score_spread":0.2143201157040065,"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."}}