{"id":"W4281399433","doi":"10.1370/afm.2812","title":"The Provincial Spread and Scale of the Ontario eConsult Service: Evaluation of the First 2 Years","year":2022,"lang":"en","type":"article","venue":"The Annals of Family Medicine","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"","keywords":"Medicine; Referral; Scale (ratio); Service (business); Cross-sectional study; Family medicine; Medical emergency; Nursing; Cartography; Marketing","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":[0.003288843,0.00007445864,0.0001880162,0.00004623534,0.0003436902,0.000006337962,0.0005434563,0.00003522478,0.00003800144],"category_scores_gemma":[0.0002189759,0.00003158888,0.00004354489,0.0004072256,0.0002742633,0.0000535786,0.0003922628,0.0001891447,0.000001165618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000221363,"about_ca_system_score_gemma":0.0001368775,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1405632,"about_ca_topic_score_gemma":0.1532415,"domain_scores_codex":[0.9987114,0.0000823083,0.0003597902,0.0001028838,0.0006111095,0.000132495],"domain_scores_gemma":[0.9985347,0.00009684973,0.0004959186,0.0004676578,0.0003999426,0.000004881755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007461004,0.0004222563,0.4668095,0.002179682,0.000520001,0.000002548413,0.0259872,0.0007205821,0.005515479,0.03884093,0.1158332,0.3424226],"study_design_scores_gemma":[0.0006961372,0.00005275462,0.8442412,0.0001725711,0.0001040297,0.0000023808,0.004084838,0.0007079569,0.0001121482,0.004270321,0.1455015,0.00005409309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.936956,0.0007780779,3.88753e-7,0.05840312,0.0004304051,0.0006298895,0.000005349971,0.000007616133,0.00278912],"genre_scores_gemma":[0.9966755,0.00002235425,8.069079e-7,0.002961698,0.0001800392,0.00003011816,0.000001560326,0.000006775836,0.0001211774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3774318,"threshold_uncertainty_score":0.8651599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1630532303206753,"score_gpt":0.3452335124481231,"score_spread":0.1821802821274478,"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."}}