{"id":"W2123045964","doi":"10.1109/iwbp.2011.5954806","title":"The role of optical tissue phantom in verification and validation of medical imaging devices","year":2011,"lang":"en","type":"article","venue":"","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National d'Optique","funders":"","keywords":"Traceability; Imaging phantom; Consistency (knowledge bases); Computer science; Medical physics; Systems engineering; Risk analysis (engineering); Artificial intelligence; Medicine; Engineering; Nuclear medicine; Software engineering","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":[0.07079098,0.0008837134,0.0007667139,0.002590102,0.0009460957,0.003650051,0.00262684,0.002703749,0.001547648],"category_scores_gemma":[0.09971153,0.0008224797,0.000650455,0.001176768,0.005367258,0.003309471,0.002975252,0.001927657,0.000831653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001796842,"about_ca_system_score_gemma":0.003186911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001212343,"about_ca_topic_score_gemma":0.0007877343,"domain_scores_codex":[0.9584981,0.02544255,0.001565754,0.002549015,0.01134554,0.0005990069],"domain_scores_gemma":[0.9139876,0.05333398,0.005610836,0.01457975,0.01139346,0.001094246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002518358,0.0005092654,0.01810375,0.00167639,0.0002143186,0.001510708,0.001997548,0.02865857,0.5348077,0.07824416,0.005963787,0.3257954],"study_design_scores_gemma":[0.0002220454,0.003279333,0.009622966,0.00105845,0.0003300145,0.005983195,0.0008243736,0.0826707,0.7729816,0.0371049,0.08560182,0.0003205548],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04073709,0.009856913,0.9309886,0.00322106,0.0007226883,0.0006078889,0.0003038927,0.001597713,0.0119642],"genre_scores_gemma":[0.4552411,0.003538181,0.5356292,0.001478746,0.0002240908,0.0005245412,0.000392239,0.000492472,0.002479502],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07079098,"threshold_uncertainty_score":0.3743829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01459852192818852,"score_gpt":0.3276614905066356,"score_spread":0.3130629685784471,"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."}}