{"id":"W4412803305","doi":"10.1109/pn66844.2025.11097180","title":"Spectroscopy of Eggshells in the THz Range","year":2025,"lang":"en","type":"article","venue":"","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Spectroscopy; Materials science; Terahertz radiation; Optoelectronics; Range (aeronautics); Physics; Composite material; Astronomy","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":[0.0001880785,0.00003543256,0.00004238901,0.00003512997,0.00001874518,0.000009664546,0.0001662312,0.00003592518,0.00005651214],"category_scores_gemma":[0.00003366619,0.00002507165,0.00003017847,0.0001289173,0.00003735089,7.773845e-7,0.0000155005,0.00002763773,0.00001477242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000219223,"about_ca_system_score_gemma":0.00002326875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001115407,"about_ca_topic_score_gemma":0.00003194232,"domain_scores_codex":[0.9996271,0.00003873258,0.0001298652,0.0001022687,0.0000467061,0.00005531741],"domain_scores_gemma":[0.9996482,0.000009736144,0.00002667419,0.0002769752,0.00003308525,0.000005291478],"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":[0.00001387917,0.00006528859,0.0032573,0.0000107968,0.000008020324,6.770394e-8,0.00005303786,0.000002284954,0.9492347,0.02692288,0.02020629,0.0002254399],"study_design_scores_gemma":[0.0001819183,0.00001753661,0.01976968,0.000003931382,0.000003522307,4.113706e-7,0.0002067931,0.00001048223,0.9156965,0.0002144101,0.06386254,0.00003228299],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.831598,0.0004051699,0.005217931,0.002727364,0.0002085783,0.0002457321,0.000005902298,0.000006469969,0.1595849],"genre_scores_gemma":[0.9920402,0.00006458905,0.0002341287,0.0005430187,0.00001605172,0.00001214646,0.00001979258,0.000001861814,0.007068214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1604422,"threshold_uncertainty_score":0.1022392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087115878048707,"score_gpt":0.3005239136415138,"score_spread":0.2896527548610267,"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."}}