{"id":"W2780926980","doi":"10.1089/tmj.2017.0225","title":"Who Uses eConsult? Investigating Physician Characteristics Associated with Usage (and Nonusage)","year":2017,"lang":"en","type":"article","venue":"Telemedicine Journal and e-Health","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa; Statistics Canada","funders":"Canadian Institutes of Health Research","keywords":"Family medicine; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001724595,0.0002053285,0.0005987441,0.0001816396,0.001886712,0.0004082943,0.0001908238,0.00007963295,0.0000144964],"category_scores_gemma":[0.0004306859,0.0001433194,0.00002362327,0.0001141903,0.0002569521,0.0006024922,0.0001156149,0.0005486091,0.000005896655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005310963,"about_ca_system_score_gemma":0.0001443288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004293445,"about_ca_topic_score_gemma":0.0020738,"domain_scores_codex":[0.9984509,0.00002933227,0.0005536958,0.000228279,0.0002417304,0.0004961162],"domain_scores_gemma":[0.9978141,0.00003876776,0.00164682,0.0002182272,0.0001663845,0.0001156688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001112148,0.00004494577,0.6237212,0.0006450284,0.00007815131,0.00006222743,0.0004769673,1.341424e-7,0.00005064515,0.003009999,0.006664487,0.3652351],"study_design_scores_gemma":[0.001371318,0.0002283962,0.9583138,0.002380885,0.00002796378,0.0001087818,0.0005926776,0.0004305254,0.000002077875,0.001154046,0.03517855,0.0002109872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9422557,0.0005109785,0.00008768224,0.05536902,0.0002883055,0.0002361884,0.000005664073,0.00007191175,0.0011745],"genre_scores_gemma":[0.9841674,0.0004543215,0.0001184343,0.01317589,0.001895293,0.000003877227,0.000009719732,0.00002606232,0.0001490284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3650241,"threshold_uncertainty_score":0.9994127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04801545856715337,"score_gpt":0.2936172911951616,"score_spread":0.2456018326280082,"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."}}