{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002194663,0.0002263962,0.0001878049,0.001390879,0.0001226725,0.0003320327,0.0001551035,0.0002603522,0.002166759],"category_scores_gemma":[0.000318217,0.0001517176,0.0001699665,0.0005177729,0.000121472,0.0002170679,0.0001312062,0.000167514,0.0004169911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001496708,"about_ca_system_score_gemma":0.00009872844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009691045,"about_ca_topic_score_gemma":0.00133007,"domain_scores_codex":[0.9998715,0.00001055995,0.00001507454,0.0000262547,0.00006084141,0.00001589562],"domain_scores_gemma":[0.9997273,0.00005570287,0.00005330174,0.00002513605,0.0001189375,0.0000196608],"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":[0.0003951046,0.00009099494,0.02241907,0.0001941511,0.00004675204,0.0001778883,0.00009892585,0.00071982,0.8958285,0.000116845,0.000442363,0.07946951],"study_design_scores_gemma":[0.00002347823,0.0004981799,0.5506296,0.00003000203,0.0001267013,0.001331972,0.0002874923,0.04590587,0.3983026,0.0001264712,0.002712014,0.00002564658],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.94962,0.0007661498,0.04602051,0.00005770434,0.00002570134,0.0000848224,0.0004504598,0.0006378885,0.00233678],"genre_scores_gemma":[0.9596426,0.0003458316,0.03642851,0.0000339325,0.00001044917,0.00004127355,0.0003593348,0.00002817335,0.003109938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002166759,"threshold_uncertainty_score":0.007248521,"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."}}