{"id":"W4312690462","doi":"10.2196/38518","title":"Improving Patient Access to Hospital Pharmacists Using eConsults: Retrospective Descriptive Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pharmacist; Pharmacy; Health care; Family medicine; Hospital pharmacy; Descriptive statistics; Medical record; Community hospital; Clinical pharmacy; Medical emergency; Emergency medicine; Nursing; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001284111,0.0002404585,0.0005381079,0.002707598,0.0004967348,0.001029942,0.0004886532,0.0005494742,0.002464941],"category_scores_gemma":[0.004543122,0.0005111848,0.0006854358,0.003128936,0.0005219056,0.0009718821,0.001012337,0.0005522694,0.0003968879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009288574,"about_ca_system_score_gemma":0.001020299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004200698,"about_ca_topic_score_gemma":0.004159857,"domain_scores_codex":[0.9978179,0.0004201093,0.00051894,0.0003352667,0.0005430054,0.0003647882],"domain_scores_gemma":[0.9934681,0.001258894,0.003900293,0.0002923024,0.0006613479,0.0004191609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001103073,0.00008977658,0.9975677,0.00006509825,0.00002561916,0.000170114,0.0003471114,0.00001275842,0.00006595154,0.00001550047,0.0001144331,0.001415529],"study_design_scores_gemma":[0.0000233693,0.0006018008,0.9939854,0.00007673717,0.00005456363,0.001261459,0.002973486,0.0001355132,0.0001224889,0.00001817648,0.0007327216,0.00001440386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984192,0.0003207601,0.00007046138,0.00003038922,0.000002800375,0.00006962275,0.0006307943,0.000002529417,0.0004533652],"genre_scores_gemma":[0.998718,0.0003196924,0.0001073552,0.0000601617,0.00001134065,0.00008697947,0.0005144699,0.000002545482,0.0001795617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004200698,"threshold_uncertainty_score":0.008352518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09284632732475143,"score_gpt":0.4071355841301091,"score_spread":0.3142892568053577,"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."}}