{"id":"W4402325288","doi":"10.21032/jhis.2024.49.3.216","title":"Medical Device Database: Scoping Lifecycle Review","year":2024,"lang":"en","type":"article","venue":"Journal of Health Informatics and Statistics","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Food and Drug Safety","keywords":"Standardization; Data collection; Business; Data management; Process management; Health care; Knowledge management; Database; Data science; Computer science","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":[0.01135883,0.0001326324,0.0006408142,0.0001291672,0.000643742,0.00002540337,0.0001707636,0.0001306293,0.0004155495],"category_scores_gemma":[0.002198171,0.00009865387,0.00004363539,0.0002325374,0.00005977464,0.0003064091,0.00009087632,0.001480731,0.00007595155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001418347,"about_ca_system_score_gemma":0.004762355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007086141,"about_ca_topic_score_gemma":0.00007376693,"domain_scores_codex":[0.9939774,0.0006699875,0.004016289,0.00006757236,0.0008321924,0.000436574],"domain_scores_gemma":[0.9953741,0.00237118,0.001125607,0.0001717999,0.0003945596,0.0005626833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002119341,0.00002829132,0.0007346662,0.3840785,0.00005562139,0.00006974893,0.008115098,0.0000037939,1.0829e-7,0.0556652,0.2541963,0.2970314],"study_design_scores_gemma":[0.0007333611,0.0004897864,0.0007531677,0.3404616,0.00007858419,0.0003646336,0.005399278,0.02159641,2.052167e-7,0.003126902,0.626735,0.0002609882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.001070264,0.3986662,0.5148598,0.07704686,0.004455576,0.001395245,0.001092051,0.00006852784,0.00134542],"genre_scores_gemma":[0.003096452,0.7784881,0.1311451,0.08611771,0.0008285113,0.00001645316,0.0001288819,0.00003382558,0.0001449856],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3837148,"threshold_uncertainty_score":0.8448213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1723340545222295,"score_gpt":0.5582421331583235,"score_spread":0.385908078636094,"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."}}