{"id":"W4385768519","doi":"10.1101/2023.08.05.23293672","title":"Photon Absorption Remote Sensing Imaging of Breast Needle Core Biopsies is Diagnostically Equivalent to Gold Standard H&E Histologic Assessment","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"AI in cancer detection","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Illumisonics (Canada); University of Waterloo","funders":"","keywords":"Concordance; Gold standard (test); Histology; Breast cancer; Medicine; Kappa; Pathology; Nuclear medicine; Cancer; Radiology; Internal medicine; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01016358,0.0003949115,0.0004833741,0.001806747,0.0003105291,0.001231486,0.0006272601,0.0008834301,0.003318631],"category_scores_gemma":[0.0255791,0.0005316267,0.0003548168,0.0005953784,0.001137481,0.0007997291,0.001023193,0.0003662057,0.0008116876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004794396,"about_ca_system_score_gemma":0.0002603549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006833454,"about_ca_topic_score_gemma":0.001365437,"domain_scores_codex":[0.9877263,0.004942308,0.00118656,0.001599344,0.004208279,0.0003372556],"domain_scores_gemma":[0.9787744,0.0110767,0.002752092,0.002496644,0.004620736,0.0002794034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00480942,0.0003108612,0.4254068,0.001396683,0.0006502767,0.001150778,0.001090219,0.003712754,0.4194084,0.001140579,0.001432666,0.1394904],"study_design_scores_gemma":[0.00008653538,0.001889774,0.7512627,0.0002131426,0.0004219751,0.007063479,0.00124753,0.02806827,0.2031286,0.001824087,0.004707593,0.00008628453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423776,0.001621203,0.04612266,0.0001586219,0.00009479153,0.0002048644,0.0002811888,0.0004723004,0.008666759],"genre_scores_gemma":[0.9710851,0.0001986905,0.02749708,0.00008570743,0.00004330086,0.00004448529,0.0001731846,0.00006686088,0.0008056076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01016358,"threshold_uncertainty_score":0.05375075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06556382899463968,"score_gpt":0.3324432181345736,"score_spread":0.2668793891399339,"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."}}