{"id":"W4205149966","doi":"10.2196/32695","title":"State-of-the-art Dashboards on Clinical Indicator Data to Support Reflection on Practice: Scoping Review","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Innovations in Medical Education","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Sydney; Australian Government","keywords":"Reflection (computer programming); Computer science; Data science; State (computer science)","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":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00462636,0.0001724061,0.0005428736,0.0001466741,0.0001017255,0.00002216093,0.0005553234,0.0002299472,0.001055835],"category_scores_gemma":[0.03992653,0.000122696,0.00009552002,0.001241724,0.0001973675,0.000286996,0.0005013628,0.001342758,0.0007922879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001546006,"about_ca_system_score_gemma":0.003508027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.900663e-7,"about_ca_topic_score_gemma":0.000003411777,"domain_scores_codex":[0.9945435,0.0002065238,0.002198685,0.0002503344,0.002511017,0.0002899546],"domain_scores_gemma":[0.9960071,0.0005255236,0.0006916635,0.001868376,0.0005481821,0.0003590843],"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":[0.000097814,0.0009170444,0.000271382,0.004916519,0.00007110654,0.00001834797,0.0005605776,9.285628e-7,0.000004893576,0.0003183608,0.6674333,0.3253897],"study_design_scores_gemma":[0.002140215,0.002401153,0.002283938,0.1031934,0.0003105684,0.0003982865,0.0008678507,0.0007915511,0.0006654929,0.00006993656,0.8865108,0.0003668673],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1991489,0.001443409,0.01104557,0.5353056,0.0198205,0.01794354,0.00020472,0.0006630027,0.2144248],"genre_scores_gemma":[0.0270243,0.008985658,0.05742785,0.8981085,0.002100698,0.0005100374,0.002821478,0.0001132985,0.002908234],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3628029,"threshold_uncertainty_score":0.9999857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.151927186447013,"score_gpt":0.5439868176119794,"score_spread":0.3920596311649664,"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."}}