{"id":"W2027665225","doi":"10.13031/2013.13576","title":"SOFT XRAY INSPECTION OF WHEAT KERNELS INFESTED BY SITOPHILUS ORYZAE","year":2003,"lang":"en","type":"article","venue":"Transactions of the ASAE","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Sitophilus; Rice weevil; Histogram; Biology; Mathematics; Artificial intelligence; Pattern recognition (psychology); Agronomy; Computer science; Image (mathematics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001721572,0.0002353453,0.0001653337,0.0003196689,0.0001198097,0.0001878517,0.00009795947,0.0001529227,0.0004972888],"category_scores_gemma":[0.0002854434,0.0001221401,0.000118011,0.0001044059,0.0001171604,0.0001577186,0.000144983,0.0001422854,0.0001713489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009938607,"about_ca_system_score_gemma":0.00005430381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001357914,"about_ca_topic_score_gemma":0.002713636,"domain_scores_codex":[0.999928,0.00001259577,0.000005011224,0.00001893032,0.00002410824,0.00001142465],"domain_scores_gemma":[0.9997801,0.00005602024,0.0000725986,0.00001966342,0.00004572405,0.00002585361],"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":[0.000193388,0.00001538823,0.01397741,0.00004447503,0.00001068529,0.00005185713,0.00003878249,0.0001330957,0.9780577,0.00001279337,0.00003143402,0.007432854],"study_design_scores_gemma":[0.00001147369,0.0009445228,0.4495302,0.000009822452,0.00006022481,0.0009059557,0.000185557,0.01144679,0.5363458,0.00005591492,0.0004895647,0.0000141409],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996254,0.0001878453,0.003229525,0.00001002657,0.000002764475,0.000005614136,0.00005822979,0.0000319034,0.0002201746],"genre_scores_gemma":[0.9938226,0.0001507488,0.005212056,0.00001406012,0.000002444098,0.000004562253,0.0001402068,0.000005002934,0.000648269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001357914,"threshold_uncertainty_score":0.002700031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01003099298177145,"score_gpt":0.2406632881066786,"score_spread":0.2306322951249071,"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."}}