{"id":"W2037407252","doi":"10.1016/j.molstruc.2003.07.021","title":"Infrared spectroscopic diagnosis of thyroid tumors","year":2003,"lang":"en","type":"article","venue":"Journal of Molecular Structure","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Winnipeg; National Research Council Institute for Biodiagnostics","funders":"","keywords":"Chemistry; Linear discriminant analysis; Thyroid; Multivariate analysis; Internal medicine; Artificial intelligence","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":[0.0001461794,0.0001062878,0.0001716551,0.00009132775,0.0000331326,0.00001897425,0.0002092172,0.0001047421,0.0001482031],"category_scores_gemma":[0.0003004802,0.00009430683,0.0001482139,0.0001354277,0.00006063222,0.000005072287,0.00001642072,0.0001235927,0.000002116008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001025878,"about_ca_system_score_gemma":0.000113529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.710902e-7,"about_ca_topic_score_gemma":6.528847e-7,"domain_scores_codex":[0.9990156,0.00009835352,0.0004276552,0.0001302366,0.0002145757,0.0001136034],"domain_scores_gemma":[0.9988574,0.000007298806,0.0004794115,0.0002926903,0.0002964566,0.00006677818],"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":[0.00001998455,0.00003385195,0.002722135,0.00001666714,0.00006747733,0.000005280241,0.00003636927,0.00006731309,0.9913371,0.003044131,0.002539685,0.0001099849],"study_design_scores_gemma":[0.000430864,0.0002022759,0.003331205,0.0000166312,0.00002842593,0.00007993171,0.0000622896,8.443612e-7,0.979583,0.00121743,0.01495746,0.00008963262],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944233,0.001536106,0.002291085,0.0001012541,0.0002918764,0.00007534707,0.00001136619,0.000002169794,0.001267532],"genre_scores_gemma":[0.9968108,0.00011719,0.002516441,0.0001312271,0.00005890062,0.000001807701,0.00001354106,0.00001444417,0.0003356334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01241777,"threshold_uncertainty_score":0.3845721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006630279627542573,"score_gpt":0.2464935865031932,"score_spread":0.2398633068756507,"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."}}