{"id":"W2803198232","doi":"10.1093/jcag/gwy017","title":"Improving Access to Gastroenterologist Using eConsultation: A Way to Potentially Shorten Wait Times","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"","keywords":"Medicine; Referral; Hepatology; Primary care; Internal medicine; Family medicine; Face-to-face; Gastroenterology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.001238364,0.0001389574,0.000388418,0.0008124134,0.0002489547,0.0001571153,0.0007546097,0.0001412948,0.00008933881],"category_scores_gemma":[0.0008642925,0.0001145568,0.0001370795,0.0003828647,0.00005781209,0.0004211444,0.000190633,0.0002275056,0.00002457776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000802174,"about_ca_system_score_gemma":0.0002088683,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05796554,"about_ca_topic_score_gemma":0.7515045,"domain_scores_codex":[0.9981654,0.00008412515,0.0007531594,0.0001685388,0.0002882887,0.0005405277],"domain_scores_gemma":[0.9968125,0.00002275068,0.001490701,0.0002017505,0.001370568,0.0001017402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002253879,0.00002750713,0.9772267,0.00003575083,0.0001447256,0.00001160378,0.00007825164,0.0002519051,0.001093176,0.0004614829,0.01816099,0.002282513],"study_design_scores_gemma":[0.001723396,0.000893302,0.9537319,0.0001823063,0.0001929633,0.0001248066,0.0002365599,0.001607465,0.0001139748,0.000445231,0.04056017,0.0001879583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9499434,0.000002304317,0.001705467,0.04604921,0.001674426,0.0002821579,0.00001467566,0.00001200681,0.0003164004],"genre_scores_gemma":[0.9855302,4.144553e-7,0.0007535542,0.01243314,0.001164994,0.00000346108,0.000001525175,0.00001736653,0.00009535704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6935389,"threshold_uncertainty_score":0.9483076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01835223377621365,"score_gpt":0.2539758568582069,"score_spread":0.2356236230819933,"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."}}