{"id":"W2395423321","doi":"10.4103/2156-7514.182730","title":"Effect of Picture Archiving and Communication System Image Manipulation on the Agreement of Chest Radiograph Interpretation in the Neonatal Intensive Care Unit","year":2016,"lang":"en","type":"article","venue":"Journal of Clinical Imaging Science","topic":"Radiology practices and education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Medicine; Picture archiving and communication system; Chest radiograph; Radiography; Interpreter; Radiology; Interpretation (philosophy); Medical physics; Computer science","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":[0.0194431,0.0003498683,0.0003307438,0.0008610885,0.0004369477,0.0009367678,0.0005702024,0.000588152,0.001098141],"category_scores_gemma":[0.1651616,0.0003520338,0.0005302285,0.000637959,0.0008757038,0.0008304878,0.0009668538,0.0005794573,0.0002320813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006735884,"about_ca_system_score_gemma":0.0005647644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00145442,"about_ca_topic_score_gemma":0.001154192,"domain_scores_codex":[0.9649788,0.02118759,0.0041106,0.002102285,0.006908866,0.0007118784],"domain_scores_gemma":[0.6855025,0.2554489,0.03731563,0.008047136,0.01195704,0.001728857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003142924,0.00016511,0.976824,0.00009997978,0.0002862274,0.0002416076,0.001313998,0.0005329032,0.00228534,0.0000238601,0.0001694146,0.01491464],"study_design_scores_gemma":[0.00004209451,0.002081814,0.9920333,0.00004669072,0.0001285253,0.0006693992,0.0005733013,0.001744008,0.002383008,0.00003539474,0.0002369864,0.00002552433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982666,0.0003946402,0.0006309385,0.00007045323,0.0000180251,0.00002599865,0.00003938441,0.00001303594,0.000541025],"genre_scores_gemma":[0.999288,0.00005007336,0.0005018081,0.00002264264,0.00001310016,0.00001875578,0.0000400283,0.00000603443,0.00005951471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0194431,"threshold_uncertainty_score":0.1028261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.041874533757301,"score_gpt":0.4191457540855301,"score_spread":0.3772712203282291,"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."}}