{"id":"W1981812175","doi":"10.1118/1.3476167","title":"Poster — Thur Eve — 62: Analysis of a Photoacoustic Imaging System by Singular Value Decomposition","year":2010,"lang":"en","type":"article","venue":"Medical Physics","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"Iterative reconstruction; Optics; Singular value decomposition; Computer vision; Computer science; Medical imaging; Artificial intelligence; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005864668,0.000471427,0.0003561146,0.0005742282,0.000286082,0.0008332609,0.0003195918,0.0004541654,0.005430195],"category_scores_gemma":[0.001153556,0.0001717909,0.0005140553,0.0003279064,0.0003634,0.0005635362,0.0004046695,0.0004975615,0.001399785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004280797,"about_ca_system_score_gemma":0.0003401074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001011354,"about_ca_topic_score_gemma":0.0006878875,"domain_scores_codex":[0.9996374,0.00005850093,0.00001755242,0.00006730905,0.0001887412,0.00003057514],"domain_scores_gemma":[0.9994786,0.0001304429,0.00006877344,0.0000709805,0.0002109513,0.0000402621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004943198,0.0002785102,0.007030547,0.0003884753,0.0001820337,0.00067391,0.0002153993,0.3993142,0.2701196,0.02378363,0.01205579,0.2854637],"study_design_scores_gemma":[0.000008809659,0.0001843977,0.004015951,0.00001257533,0.00001876444,0.0002540821,0.00003468341,0.94158,0.04589022,0.003515403,0.004452344,0.00003272973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1520456,0.0005412686,0.834664,0.0005299502,0.0002218675,0.0001933292,0.000345409,0.0008806526,0.0105779],"genre_scores_gemma":[0.808032,0.0004857366,0.1688258,0.0001009904,0.0001100531,0.0001052166,0.001018262,0.0002134654,0.02110834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005430195,"threshold_uncertainty_score":0.01816583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002649438759293671,"score_gpt":0.2171103769589821,"score_spread":0.2144609381996884,"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."}}