{"id":"W4388602066","doi":"10.22214/ijraset.2023.56586","title":"Effectiveness of e-consultations in Improving Patient Outcomes through Hidoc Consult: A Pilot Study","year":2023,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Medicine; Family medicine; Medical emergency; Health care; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004205246,0.000082233,0.0001886179,0.004025768,0.0001354091,0.00009814935,0.00052394,0.00005180408,9.292989e-7],"category_scores_gemma":[0.001959228,0.00007292583,0.000012268,0.003052893,0.0002393557,0.0002779155,0.0003449217,0.0004009524,0.0000057549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001696289,"about_ca_system_score_gemma":0.0001155007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006745186,"about_ca_topic_score_gemma":0.0001188316,"domain_scores_codex":[0.9984702,0.00001047069,0.0003567644,0.0002398616,0.0005171235,0.0004056079],"domain_scores_gemma":[0.9988393,0.0003412306,0.00008359915,0.0001134084,0.0006099705,0.00001244296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00028924,0.0006820502,0.1290322,0.000558071,0.00006451735,0.0001857694,0.0005467563,0.001690979,0.1221537,0.6455172,0.00006305178,0.09921639],"study_design_scores_gemma":[0.01639059,0.002572317,0.4823975,0.001809625,0.00001916117,0.0001794597,0.02822748,0.08584711,0.007219876,0.3574709,0.0166664,0.001199554],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966546,0.00002085081,0.0003617427,0.00159462,0.0004059855,0.0007276955,0.000002293002,0.00008223971,0.000149945],"genre_scores_gemma":[0.9993324,0.000009385632,0.0003201219,0.00001431695,0.00002766338,0.0002837924,0.000001096743,0.000009315612,0.000001942066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3533653,"threshold_uncertainty_score":0.3592151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07746909065980506,"score_gpt":0.3962936023877818,"score_spread":0.3188245117279768,"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."}}