{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007334771,0.000202395,0.0002125716,0.00006027511,0.00008880733,0.00006951298,0.00006194026,0.00005400403,0.000008285495],"category_scores_gemma":[0.00002428053,0.0002138206,0.00002662,0.0001106376,0.0001436508,0.00006912542,0.00002622111,0.0002606503,0.000006551182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008171923,"about_ca_system_score_gemma":0.00002330543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001099363,"about_ca_topic_score_gemma":0.000003896259,"domain_scores_codex":[0.9990656,0.00001915774,0.0001619123,0.0002651103,0.0001069146,0.000381263],"domain_scores_gemma":[0.9995501,0.00007873575,0.00002514232,0.0002297265,0.00003039494,0.00008587458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006228233,0.00000331708,0.00005236796,0.00005197121,0.00001874231,0.0005990152,0.0003181301,0.01252015,0.9831403,0.000006121749,0.0001987484,0.003084834],"study_design_scores_gemma":[0.001520484,0.00006903517,0.001310829,0.0005199182,0.0002604882,0.006518389,0.0009111086,0.6531955,0.3333815,0.00003795569,0.001108487,0.00116629],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6382334,0.0001133096,0.3606418,0.0002890048,0.0002593335,0.00004705384,0.000007857731,0.0001183402,0.0002899402],"genre_scores_gemma":[0.908516,0.00006978103,0.08927032,0.001913049,0.0000872304,5.542323e-7,0.00001296831,0.00006391846,0.00006612116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6497588,"threshold_uncertainty_score":0.871935,"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."}}