{"id":"W3087897129","doi":"10.1016/j.pacs.2020.100207","title":"Towards non-contact photoacoustic imaging [review]","year":2020,"lang":"en","type":"review","venue":"Photoacoustics","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo; Canada Foundation for Innovation","keywords":"Microscope; Optical coherence tomography; Photoacoustic imaging in biomedicine; Materials science; Microscopy; Optics; Photoacoustic Doppler effect; Biomedical engineering; Optical microscope; Ultrasound; Optical imaging; Phase-contrast imaging; Phase contrast microscopy; Medicine; Acoustics; Physics","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":[0.0005007431,0.0009776442,0.0009879863,0.003134741,0.0003088099,0.001260648,0.0008386516,0.001036275,0.006571816],"category_scores_gemma":[0.0006108205,0.0004388958,0.0006053939,0.002463589,0.0003682778,0.001822045,0.0006822142,0.001688824,0.004045262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004127702,"about_ca_system_score_gemma":0.0009343864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007316769,"about_ca_topic_score_gemma":0.001413632,"domain_scores_codex":[0.9997558,0.00002465725,0.00002543365,0.0000520196,0.0001149534,0.0000271398],"domain_scores_gemma":[0.9996424,0.0001274944,0.00005215313,0.00001158009,0.0001354533,0.00003086969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003744876,0.0000836864,0.0001434433,0.02730976,0.00007886059,0.0002669799,0.00008325424,0.0003808559,0.008452439,0.00450919,0.03803853,0.9206156],"study_design_scores_gemma":[0.000006029552,0.00009041382,0.000448675,0.001776477,0.0000618268,0.00120425,0.00003835364,0.0001272058,0.001574717,0.00105028,0.9935986,0.00002313375],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002929558,0.9953073,0.0007764429,0.0002380428,0.0004349792,0.0000158961,0.00004187992,0.00002742469,0.002865202],"genre_scores_gemma":[0.00111903,0.9955978,0.0008335464,0.0002562495,0.0002191632,0.00001858169,0.00008272076,0.000004972674,0.001867883],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006571816,"threshold_uncertainty_score":0.02198493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696600801916069,"score_gpt":0.2741146945670809,"score_spread":0.2571486865479202,"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."}}