{"id":"W2436121791","doi":"10.2196/medinform.5703","title":"Users’ Perspectives on a Picture Archiving and Communication System (PACS): An In-Depth Study in a Teaching Hospital in Kuwait","year":2016,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Picture archiving and communication system; Computer science; Multimedia; Medicine; Medical education; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007232008,0.0001508336,0.0003085101,0.0005425073,0.00003832885,0.00004934916,0.0001819179,0.00008159877,0.000003172888],"category_scores_gemma":[0.0002459477,0.00009765869,0.00003542209,0.000250744,0.0001323419,0.0006509893,0.00008942056,0.0006237417,0.000002994815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001559867,"about_ca_system_score_gemma":0.00005863559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007044838,"about_ca_topic_score_gemma":0.0002038554,"domain_scores_codex":[0.9985217,0.0001204099,0.0005194421,0.0001268068,0.000458277,0.0002533321],"domain_scores_gemma":[0.9991578,0.0002203984,0.00009687379,0.0003137669,0.00001560757,0.0001955341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001165606,0.001435494,0.6817288,0.0001860105,0.00002217205,0.00007548105,0.2059914,9.538088e-7,0.000005185636,0.001377808,0.0000200417,0.1090401],"study_design_scores_gemma":[0.003506569,0.0007450002,0.6752727,0.003758635,0.000008093331,0.00007183837,0.3142084,0.002183358,0.000001689076,0.00007010716,0.00003339396,0.0001402472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992412,0.00003833778,0.00009464468,0.0006938393,0.00002287705,0.0007054926,0.000002305808,0.00005416669,0.005976331],"genre_scores_gemma":[0.9992749,0.00001953356,0.0004559359,0.000144535,0.0000286375,0.00005376475,0.000004396702,0.00001122599,0.000007075279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1088998,"threshold_uncertainty_score":0.3982406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009788292427234616,"score_gpt":0.2888481124438307,"score_spread":0.2790598200165961,"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."}}