{"id":"W4388407422","doi":"10.3390/curroncol30110708","title":"Photon Absorption Remote Sensing Imaging of Breast Needle Core Biopsies Is Diagnostically Equivalent to Gold Standard H&amp;E Histologic Assessment","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"AI in cancer detection","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Illumisonics (Canada); University of Waterloo","funders":"Centre for Bioengineering and Biotechnology, University of Waterloo; Natural Sciences and Engineering Research Council of Canada; Mitacs; Canadian Institutes of Health Research; University of Waterloo; Canada Foundation for Innovation; illumiSonics","keywords":"Concordance; Medicine; Gold standard (test); Histology; Breast cancer; Kappa; Pathology; Cancer; Nuclear medicine; Radiology; Internal medicine; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.01245057,0.0005242535,0.000671923,0.002177808,0.0004165265,0.001321006,0.0007451579,0.0008996736,0.002205447],"category_scores_gemma":[0.02423537,0.0007673586,0.0004424825,0.0008289235,0.001328633,0.0009701281,0.001432922,0.0004464086,0.0007587727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004764259,"about_ca_system_score_gemma":0.0003560386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001000326,"about_ca_topic_score_gemma":0.002107909,"domain_scores_codex":[0.9835524,0.005631819,0.001578769,0.002448301,0.006268573,0.000520148],"domain_scores_gemma":[0.9783205,0.01052127,0.002812601,0.003514206,0.004510951,0.0003204792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003849213,0.0002664399,0.2157902,0.001511357,0.0007497386,0.001361307,0.001886421,0.002563004,0.6660668,0.001609614,0.001092881,0.1032531],"study_design_scores_gemma":[0.00008872696,0.001996408,0.6528835,0.0002029311,0.0005474033,0.008882538,0.001251309,0.02050995,0.3032334,0.002229553,0.008066188,0.0001080457],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8985442,0.002686601,0.08579485,0.0001559787,0.0000971832,0.0003478361,0.000379478,0.0006605358,0.01133335],"genre_scores_gemma":[0.9284748,0.0005987258,0.06860237,0.0001391372,0.00005414515,0.00009919803,0.0004302408,0.0001333202,0.001468104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01245057,"threshold_uncertainty_score":0.06584573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1272971987010647,"score_gpt":0.4161055382213312,"score_spread":0.2888083395202665,"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."}}