{"id":"W3193764098","doi":"10.1364/ol.436136","title":"Virtual histopathology with ultraviolet scattering and photoacoustic remote sensing microscopy","year":2021,"lang":"en","type":"article","venue":"Optics Letters","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Histopathology; Optics; Microscopy; Virtual microscopy; Materials science; Ultraviolet; Stain; Computer science; Pathology; Physics; Staining; Medicine","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":[0.0009299297,0.0006613986,0.0002849909,0.0008045757,0.0001858713,0.001001236,0.0007374592,0.0008282662,0.00228736],"category_scores_gemma":[0.001097248,0.000681262,0.0004317597,0.0003493541,0.0007303649,0.0009111171,0.001868415,0.0006096837,0.0008236019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002538065,"about_ca_system_score_gemma":0.0003359394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000214972,"about_ca_topic_score_gemma":0.0004243889,"domain_scores_codex":[0.9992937,0.0001928769,0.00002822628,0.0001094002,0.0003253391,0.00005045584],"domain_scores_gemma":[0.9992852,0.0002322625,0.0001082289,0.0002442927,0.00008040752,0.00004964239],"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":[0.0003110982,0.00006969785,0.001897544,0.0003290842,0.00005884476,0.0005533991,0.0002206863,0.02621303,0.8992811,0.005443621,0.0005658619,0.06505599],"study_design_scores_gemma":[0.00005139506,0.0007977512,0.007229799,0.00009530446,0.00009124752,0.008713092,0.0002444744,0.2524371,0.7074557,0.006810675,0.01589554,0.0001779182],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2298315,0.001088308,0.7610124,0.0002643852,0.00009221695,0.0001053486,0.0001058349,0.002412123,0.005087837],"genre_scores_gemma":[0.4899099,0.0005883507,0.506341,0.0001095414,0.00004731604,0.00007070106,0.0001289681,0.0002135252,0.002590713],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00228736,"threshold_uncertainty_score":0.007651985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004262334126274436,"score_gpt":0.1898377957414888,"score_spread":0.1855754616152143,"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."}}