{"id":"W3083567215","doi":"10.21037/qims-20-722","title":"Towards virtual biopsies of gastrointestinal tissues using photoacoustic remote sensing microscopy","year":2020,"lang":"en","type":"article","venue":"Quantitative Imaging in Medicine and Surgery","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Waterloo","funders":"","keywords":"Photoacoustic imaging in biomedicine; Virtual microscopy; Microscopy; Computer science; Pathology; Medicine; Optics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004326528,0.0002353801,0.0005889228,0.0002708373,0.00004772191,0.00001786146,0.00006533812,0.00002288653,0.00001819954],"category_scores_gemma":[0.001187909,0.0002230454,0.0000485055,0.0003996884,0.000415489,0.0001538651,0.00002579083,0.0002360292,0.00000141972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003934191,"about_ca_system_score_gemma":0.00006414673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000485248,"about_ca_topic_score_gemma":0.000003487025,"domain_scores_codex":[0.9986397,0.00006193406,0.0005034917,0.0002449632,0.0002005962,0.0003492958],"domain_scores_gemma":[0.9987312,0.0008788835,0.00008709379,0.00009741025,0.0000893701,0.0001160394],"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":[0.00007739942,0.00001005659,0.009215704,0.0005797753,0.00003303161,0.0003861109,0.006972964,0.005156892,0.9595082,0.00003975318,0.001310584,0.01670948],"study_design_scores_gemma":[0.0003491461,0.00005385983,0.001153912,0.002035063,0.00004788921,0.0002185166,0.008286933,0.9757307,0.01168136,0.0001041641,0.00009543119,0.0002430676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6286051,0.002043961,0.3683042,0.0005153362,0.0001751519,0.00008216743,0.000009446576,0.00009260005,0.0001719794],"genre_scores_gemma":[0.9496052,0.0001923343,0.04970537,0.0003626273,0.00008658624,2.60489e-7,0.00000688303,0.00003798919,0.000002713055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9705738,"threshold_uncertainty_score":0.9095526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04848654331299632,"score_gpt":0.3060073717597126,"score_spread":0.2575208284467163,"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."}}