{"id":"W2735775969","doi":"10.1002/jbio.201700071","title":"Optical assessment of mammographic breast density by a 12‐wavelength vs a continuous‐spectrum optical spectroscopy device","year":2017,"lang":"en","type":"article","venue":"Journal of Biophotonics","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"Canadian Institutes of Health Research; Mount Allison University; Dalhousie University; University of Toronto; Canadian Cancer Society; Princess Margaret Cancer Foundation","keywords":"MAMMOGRAPHIC DENSITY; Spectroscopy; Breast density; Optical density; Wavelength; Optics; Spectrum (functional analysis); Optoelectronics; Materials science; Mammography; Physics; Medicine; Breast cancer; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001610771,0.0004621683,0.0003546811,0.001051865,0.0001497721,0.0005197776,0.0006027263,0.0006714691,0.001341706],"category_scores_gemma":[0.003526559,0.0003487808,0.0002711396,0.000635843,0.000247092,0.0004158591,0.0003996541,0.0002590379,0.0002558129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002822956,"about_ca_system_score_gemma":0.0002200805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009776577,"about_ca_topic_score_gemma":0.001535228,"domain_scores_codex":[0.9991836,0.0002841416,0.00003264315,0.0001359107,0.0003269682,0.00003672987],"domain_scores_gemma":[0.9974653,0.001496762,0.0002786208,0.0001316661,0.0005250282,0.0001027541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01034626,0.001773612,0.3895305,0.0006683986,0.0004219456,0.000242063,0.0004287666,0.003946065,0.3715458,0.0007431257,0.002364968,0.2179885],"study_design_scores_gemma":[0.0008154059,0.01067993,0.641804,0.0001109316,0.0007921453,0.002836476,0.0004844567,0.09292436,0.2438455,0.0005102825,0.004914958,0.000281503],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712231,0.0009272092,0.02462963,0.0001269456,0.00007440703,0.0002342057,0.0005482437,0.0003563372,0.001879904],"genre_scores_gemma":[0.9533066,0.0004311037,0.04388694,0.0002046622,0.00006074002,0.0001697781,0.0003542946,0.00002844987,0.001557452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001610771,"threshold_uncertainty_score":0.008518696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01049157081068931,"score_gpt":0.3205118467511057,"score_spread":0.3100202759404164,"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."}}