{"id":"W6943912857","doi":"10.17605/osf.io/gaxr6","title":"CLINICAL SIMULATION WITH CYBERPATIENT: PROTOCOL FOR A SCOPING REVIEW","year":2023,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Thematic analysis; Transparency (behavior); Documentation; Service (business); Audit; Process (computing); Systematic review","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1311364,0.005076047,0.01138303,0.01581498,0.005665721,0.007493202,0.005440771,0.009891664,0.1119765],"category_scores_gemma":[0.1419093,0.004953026,0.01259858,0.0129892,0.00503425,0.008849128,0.007346699,0.008256911,0.02648816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01096303,"about_ca_system_score_gemma":0.06775256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00328278,"about_ca_topic_score_gemma":0.00503261,"domain_scores_codex":[0.9296309,0.03374714,0.02179192,0.004534877,0.007651099,0.002644111],"domain_scores_gemma":[0.9018919,0.03765484,0.01480758,0.01177523,0.03022642,0.003643974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.01370303,0.001083043,0.001037685,0.6695706,0.001487499,0.001606301,0.008270076,0.002575892,0.004544876,0.01916512,0.1563179,0.1206379],"study_design_scores_gemma":[0.0168512,0.002775814,0.004249603,0.3498856,0.002140429,0.0008864373,0.004304342,0.001475377,0.003364148,0.02298743,0.5904865,0.0005931622],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002046312,0.000531558,0.001761134,0.0003988925,0.0003345905,0.9934086,0.002652889,0.00007471714,0.0006330535],"genre_scores_gemma":[0.0001563505,0.0004076295,0.003133411,0.0001375167,0.00003011821,0.9954923,0.0003899617,0.000007252439,0.0002454216],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1311364,"threshold_uncertainty_score":0.6935241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1198642675330561,"score_gpt":0.4879635762299676,"score_spread":0.3680993086969115,"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."}}