{"id":"W6944049931","doi":"10.17605/osf.io/5x3bh","title":"Benefits of Telemedicine for Rural Surgical Practices in High Income Countries: A Scoping Review","year":2022,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telemedicine; Telehealth; Rural area; Telecare; Health care; Videoconferencing; MEDLINE; Telepsychiatry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006676106,0.0004624101,0.001828949,0.0006416858,0.00007999037,0.00001332531,0.0005515487,0.0002925604,0.7347521],"category_scores_gemma":[0.005856804,0.0004545267,0.0002101728,0.0005120834,0.0001507556,0.0001145232,0.0005959743,0.0007288166,0.01634928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003777462,"about_ca_system_score_gemma":0.0008641016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002628601,"about_ca_topic_score_gemma":0.000941319,"domain_scores_codex":[0.9947042,0.0004780988,0.001824622,0.001452329,0.0009535598,0.0005871914],"domain_scores_gemma":[0.9931312,0.001434452,0.002711356,0.002265936,0.0001941612,0.0002628853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001398922,0.0007165985,0.1876832,0.1369068,0.0006066363,0.0001364655,0.0006512221,0.00002314946,0.00002116053,0.00129699,0.6433607,0.02719813],"study_design_scores_gemma":[0.007924839,0.00004785728,0.01700982,0.08837969,0.000760339,0.0002339777,0.000287499,0.00001140398,0.00007206119,0.00009822756,0.8846943,0.0004799927],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01809097,0.003449508,0.00009978704,0.008981527,0.001045306,0.02636287,0.0004783954,0.0003641084,0.9411275],"genre_scores_gemma":[0.006780472,0.1200324,0.003078933,0.003458382,0.001094832,0.005985179,0.002066589,0.0008248654,0.8566783],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7184028,"threshold_uncertainty_score":0.9997907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03447118206977088,"score_gpt":0.3770664948101051,"score_spread":0.3425953127403342,"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."}}