{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001852268,0.0002163242,0.0003282817,0.001343348,0.001794016,0.0005512536,0.000796398,0.00005379561,0.00028128],"category_scores_gemma":[0.0002458984,0.0002066589,0.00006733492,0.002659331,0.00008888615,0.00217932,0.003522945,0.001065791,0.0001574002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001528197,"about_ca_system_score_gemma":0.0001490433,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00722116,"about_ca_topic_score_gemma":0.0001996092,"domain_scores_codex":[0.9966591,0.0002064452,0.0005051568,0.00053578,0.001191459,0.0009020498],"domain_scores_gemma":[0.9982369,0.00005787234,0.0002738522,0.0003754881,0.001004205,0.00005167834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00136467,0.008881825,0.3616962,0.001380327,0.0005993667,0.001019781,0.1516271,0.0003694827,0.002295615,0.01464893,0.0604442,0.3956725],"study_design_scores_gemma":[0.009122637,0.008473685,0.225541,0.0002578518,0.00006703422,0.00008456342,0.5666044,0.03822049,0.0009307141,0.006331249,0.1414232,0.002943178],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916748,0.0000291017,0.0001373267,0.0006540158,0.000838914,0.003810576,0.00004270802,0.0001656046,0.002646953],"genre_scores_gemma":[0.9977192,7.08365e-7,0.00002979364,0.0002585956,0.0002809595,0.001620901,0.00001082457,0.0000402041,0.00003877775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4149773,"threshold_uncertainty_score":0.9995055,"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."}}