{"id":"W1982415381","doi":"10.1515/jiip.2008.048","title":"A globally accelerated numerical method for optical tomography with continuous wave source","year":2008,"lang":"en","type":"article","venue":"Journal of Inverse and Ill-Posed Problems","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Army Research Laboratory; Army Research Office; National Institutes of Health","keywords":"Inverse problem; Convergence (economics); Tomography; Mathematical analysis; Electrical impedance tomography; Point source; Boundary (topology); Dirichlet boundary condition; Mathematics; Applied mathematics; Physics; Optics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001726922,0.0004245148,0.001140539,0.0002725522,0.0002541794,0.00009435328,0.0003393547,0.0002584289,0.00007035524],"category_scores_gemma":[0.001106097,0.0002957179,0.0003685927,0.0006425614,0.0003364596,0.0003623046,0.00009973128,0.0006544468,0.000004194398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007986815,"about_ca_system_score_gemma":0.0001920671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002346911,"about_ca_topic_score_gemma":0.000003252502,"domain_scores_codex":[0.9968359,0.0002804474,0.001174871,0.0003949774,0.0006975247,0.0006163102],"domain_scores_gemma":[0.9957507,0.001435415,0.0009707357,0.0003012475,0.001053641,0.0004882606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.02483068,0.01162594,0.01593078,0.005929507,0.01666814,0.004506889,0.03918146,0.005441277,0.2024287,0.1182557,0.2196025,0.3355985],"study_design_scores_gemma":[0.05499833,0.03096237,0.0007976169,0.003379625,0.004568827,0.04218696,0.007180591,0.1006501,0.05303188,0.4174259,0.2787239,0.006093876],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07259928,0.0002429358,0.9223928,0.001092787,0.0002893785,0.0009795908,0.00001344135,0.00009487521,0.002294916],"genre_scores_gemma":[0.03133072,0.0001486389,0.9667957,0.001094821,0.0002353124,0.00003098173,0.000002095378,0.00007954188,0.0002821783],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3295046,"threshold_uncertainty_score":0.9999495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08339871826278085,"score_gpt":0.3237619046920567,"score_spread":0.2403631864292759,"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."}}