{"id":"W3029173193","doi":"10.2196/17220","title":"Utility and Perceived Value of a Provincial Digital Diagnostic Imaging Repository: Multimethod Study","year":2020,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Radiology practices and education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Women's College Hospital; University Health Network","funders":"","keywords":"Value (mathematics); Medicine; Psychology; Medical physics; Statistics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007626516,0.00008009746,0.0002193592,0.00008753407,0.0001570031,0.00004824736,0.00007697853,0.00003593929,0.00001659102],"category_scores_gemma":[0.003278282,0.00006308037,0.00003411544,0.000220295,0.0002437695,0.0005107029,0.0001097132,0.0004266623,0.00001216282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000404266,"about_ca_system_score_gemma":0.0001951055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001131851,"about_ca_topic_score_gemma":0.000001085795,"domain_scores_codex":[0.9985297,0.0004481688,0.0002411394,0.0002110454,0.0003542534,0.0002156799],"domain_scores_gemma":[0.9979463,0.001356206,0.00008303935,0.0001554581,0.0002881272,0.0001708809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007167715,0.000960753,0.8606588,0.0002589051,0.00007111116,0.00003707431,0.1111126,6.693116e-7,0.001709469,0.00002618551,0.0009295334,0.02351812],"study_design_scores_gemma":[0.000986104,0.001268196,0.9574175,0.00003595895,0.00002227999,0.0000376701,0.03211736,0.007443793,0.0002704815,0.00002836227,0.0003189509,0.00005332338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944131,0.00008688307,0.00006146371,0.001912628,0.00004432805,0.001145312,0.000007840788,0.00001903554,0.002309409],"genre_scores_gemma":[0.9995009,0.00001010895,0.0002050327,0.00003567505,0.0001206037,0.00006153667,0.000008252056,0.000007885181,0.00004994647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09675871,"threshold_uncertainty_score":0.3924646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07660256887957329,"score_gpt":0.4505567750799713,"score_spread":0.373954206200398,"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."}}