{"id":"W1999286072","doi":"10.1007/s11947-012-0933-3","title":"Detecting Fertility and Early Embryo Development of Chicken Eggs Using Near-Infrared Hyperspectral Imaging","year":2012,"lang":"en","type":"article","venue":"Food and Bioprocess Technology","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":134,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Hyperspectral imaging; Biology; Embryo; Eggshell; Hatchery; Poultry farming; Artificial intelligence; Computer science; Ecology; Fishery","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":[0.0001096422,0.0001692523,0.0003369236,0.0002008117,0.0002203159,0.00002980555,0.000134218,0.0001848638,0.00002793779],"category_scores_gemma":[0.00008758465,0.0001505938,0.0000326983,0.0005295794,0.0002620241,0.0001362285,0.0001370239,0.0002111,5.660721e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003749949,"about_ca_system_score_gemma":0.00004568085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001655719,"about_ca_topic_score_gemma":0.000002880711,"domain_scores_codex":[0.9989808,0.000003410928,0.0002805409,0.0002564862,0.0001016404,0.0003771381],"domain_scores_gemma":[0.9995558,0.00001984845,0.000148701,0.0001512308,0.00005562175,0.0000687931],"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":[0.00003877294,0.00006392023,0.4011846,0.0002319419,0.0001034365,9.425822e-7,0.0007473771,9.651535e-8,0.5864156,0.00004557326,3.713332e-7,0.01116727],"study_design_scores_gemma":[0.0003257086,0.00002707896,0.02291339,0.00002791606,0.00008617757,0.00004186335,0.002008214,0.00009865361,0.9738815,0.000376887,0.00002627416,0.0001863671],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928538,0.006177572,0.000227415,0.0000344041,0.00001778496,0.00003845989,0.000003018514,0.0001305138,0.0005170483],"genre_scores_gemma":[0.9926235,0.00001155427,0.007288451,0.00000616518,0.00002287454,0.000006420216,0.000001083218,0.00001327106,0.00002667329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3874658,"threshold_uncertainty_score":0.6141035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716803917940725,"score_gpt":0.2737297116321293,"score_spread":0.256561672452722,"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."}}