{"id":"W7002315340","doi":"","title":"MRS on breast fine needle aspirate biopsy determines pathology, vascularization and nodal involvement","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biopsy; NODAL; Breast biopsy; Fine-needle aspiration; Fine needle biopsy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002374946,0.0001436581,0.0001231971,0.00007306038,0.00008539406,0.00003807719,0.0001438576,0.0001639241,0.00007429528],"category_scores_gemma":[0.00008100027,0.0001178933,0.00005210056,0.00009565236,0.0001882499,0.000004266773,0.0001474123,0.00008480706,0.00002817202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000099489,"about_ca_system_score_gemma":0.0000395202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000863961,"about_ca_topic_score_gemma":0.00002105019,"domain_scores_codex":[0.9989772,0.00003921077,0.0002132568,0.0002523775,0.0002206431,0.0002973569],"domain_scores_gemma":[0.9994245,0.000009572657,0.00005111813,0.0002661977,0.00009379238,0.0001548333],"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":[0.0001012497,0.0001297097,0.00889735,0.00004520469,0.00003651703,0.00002388495,0.00006913773,0.000007104431,0.899323,0.00006584682,0.001007796,0.09029319],"study_design_scores_gemma":[0.00929734,0.007368011,0.2575771,0.0002101535,0.0001512378,0.00157974,0.0008374086,0.009747325,0.5600721,0.003861494,0.1471341,0.002164064],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940044,0.00008627892,0.001818898,0.0007902543,0.0001214305,0.0001808427,0.00002992846,0.00001266417,0.002955324],"genre_scores_gemma":[0.9960974,0.0004800788,0.001566909,0.0005763436,0.000246306,0.0000172602,0.0002246225,0.00001471209,0.0007763941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3392509,"threshold_uncertainty_score":0.4807549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01594935488359285,"score_gpt":0.2553106469448707,"score_spread":0.2393612920612779,"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."}}