{"id":"W2120215178","doi":"10.1148/rg.252045173","title":"Survey of Personal Digital Assistant Use in Radiology","year":2005,"lang":"en","type":"article","venue":"Radiographics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Radiological weapon; Quarter (Canadian coin); Radiology; Interventional radiology; Medical physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002724196,0.0001778747,0.0005715587,0.0005838569,0.0001619274,0.000008866455,0.0002070033,0.0003966927,0.00007322049],"category_scores_gemma":[0.0008738049,0.0001653216,0.0001095026,0.001265886,0.0001448314,0.0002587826,0.00003932818,0.001023272,0.00003642001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003292412,"about_ca_system_score_gemma":0.0008973691,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004917527,"about_ca_topic_score_gemma":0.0379982,"domain_scores_codex":[0.995918,0.001457985,0.001110253,0.0003210439,0.0002744774,0.0009182074],"domain_scores_gemma":[0.9962297,0.002682287,0.0003580762,0.000325913,0.0002104086,0.0001936294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008353012,0.00008623616,0.9921992,0.0001300046,0.00002959066,0.000004410514,0.0009942099,0.000004562882,0.00002593307,0.0007976086,0.002770171,0.002874559],"study_design_scores_gemma":[0.0009789533,0.0001342745,0.9629757,0.0001371037,0.000005434123,0.000009831889,0.0001892708,0.001278418,0.000001700105,0.00003143195,0.03410068,0.0001571633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945774,0.002094789,0.0002107969,0.0004681195,0.0004809322,0.0006606585,0.0002145071,0.0000584751,0.001234325],"genre_scores_gemma":[0.9982437,0.0004868509,0.0001518552,0.0003170471,0.0002028579,0.00005489257,0.00007963602,0.00003402205,0.0004291073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03308067,"threshold_uncertainty_score":0.9795558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079331914040861,"score_gpt":0.407884304119287,"score_spread":0.2999511127152009,"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."}}