{"id":"W1532410629","doi":"10.2196/mhealth.4271","title":"Selection and Pilot Implementation of a Mobile Image Viewer: A Case Study","year":2015,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multimedia; Computer science; Usability; Mobile device; World Wide Web; Human–computer interaction","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":[0.0004644168,0.00009986891,0.0002501707,0.0001774981,0.00008193556,0.0000188139,0.00001482527,0.00001805375,0.000006218348],"category_scores_gemma":[0.000008576445,0.00008504609,0.00001913645,0.0002861172,0.00004151104,0.0001774625,0.00001589958,0.0001004293,8.765735e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004173592,"about_ca_system_score_gemma":0.000267644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00258797,"about_ca_topic_score_gemma":0.0003767527,"domain_scores_codex":[0.9990456,0.00005856838,0.0003116396,0.0001991344,0.0001593671,0.0002257177],"domain_scores_gemma":[0.999193,0.00002147297,0.0001253921,0.00008963871,0.0001155676,0.0004549949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008132079,0.001740868,0.5492669,0.002325773,0.00005300888,0.0002869637,0.01227896,2.667901e-7,0.0001507633,0.00008387907,0.001174802,0.4318246],"study_design_scores_gemma":[0.02061142,0.05317161,0.7576709,0.0001887296,0.0005581963,0.02548775,0.1393094,0.0004049096,0.0001836017,0.000310535,0.00170717,0.0003957503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975179,0.0006070174,0.0000338877,0.0002683742,0.00004269913,0.001221916,0.00001257561,0.00003561869,0.0002600479],"genre_scores_gemma":[0.9991091,0.0001019133,0.0003651068,0.0002370105,0.00006405077,0.00009092398,0.000008337772,0.00001047758,0.0000131143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4314288,"threshold_uncertainty_score":0.3912254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06250839565369855,"score_gpt":0.4313980317012614,"score_spread":0.3688896360475629,"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."}}