{"id":"W1999804892","doi":"10.1039/b705029a","title":"Subsurface probing of calcifications with spatially offset Raman spectroscopy (SORS): future possibilities for the diagnosis of breast cancer","year":2007,"lang":"en","type":"article","venue":"The Analyst","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":193,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"National Institute for Health and Care Research","keywords":"Raman spectroscopy; Calcification; Breast cancer; Mammography; Chemistry; Calcium oxalate; Spectroscopy; Pathology; Oxalate; Biomedical engineering; Medicine; Cancer; Optics; Internal medicine","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":[0.0005017192,0.00009927125,0.0001474001,0.00002717275,0.0001008803,0.000009220434,0.0004153804,0.00008229643,0.00004943796],"category_scores_gemma":[0.00003563953,0.00004856511,0.00009974017,0.0002390709,0.0004940539,0.00000242868,0.00006252563,0.0001065044,2.228713e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002168631,"about_ca_system_score_gemma":0.0000895498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003948678,"about_ca_topic_score_gemma":0.0005149684,"domain_scores_codex":[0.9991148,0.00002582656,0.0002311152,0.0001822785,0.0002264531,0.0002195474],"domain_scores_gemma":[0.9990551,0.000122765,0.0001255704,0.0004398558,0.0002109267,0.00004577044],"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":[0.0004932801,0.0001061745,0.01288788,0.00005975076,0.0001889812,2.255991e-7,0.0001454369,0.00001269001,0.9818638,0.000647742,0.00257483,0.001019238],"study_design_scores_gemma":[0.0001695954,0.0001925351,0.005610039,0.00002864918,0.00007336806,0.000002460996,0.0003633779,0.00004175186,0.9894366,0.0002080959,0.003803756,0.0000697744],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737135,0.001260373,0.02068361,0.003354963,0.0000308237,0.0004603112,0.000218417,0.000009425206,0.0002685856],"genre_scores_gemma":[0.9969152,0.00082693,0.001540876,0.00007034584,0.0002312247,0.0001055274,0.00004587751,0.00001193399,0.0002520426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02320175,"threshold_uncertainty_score":0.1980428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124949744936785,"score_gpt":0.33119697924584,"score_spread":0.3187020047521615,"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."}}