{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02823687,0.001636844,0.003275177,0.02901765,0.001886809,0.007057704,0.003534057,0.003462181,0.01159962],"category_scores_gemma":[0.1046262,0.001212661,0.005269171,0.02751365,0.001556786,0.006737465,0.003834987,0.002599109,0.002834997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007632358,"about_ca_system_score_gemma":0.04597536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01257597,"about_ca_topic_score_gemma":0.01966295,"domain_scores_codex":[0.9783941,0.006196474,0.008613514,0.001234501,0.005045198,0.0005162],"domain_scores_gemma":[0.8718427,0.07462002,0.01978627,0.004125651,0.02854393,0.001081395],"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":[0.0001567735,0.00007893728,0.001656221,0.5961472,0.001269243,0.0002798663,0.001048475,0.0004372894,0.0004215655,0.005839026,0.0329258,0.3597395],"study_design_scores_gemma":[0.00002934669,0.00008086631,0.00161202,0.7701527,0.00272209,0.0003026575,0.0005964224,0.0001562875,0.0003392331,0.001426438,0.2225435,0.000038514],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008274267,0.9811956,0.002609603,0.002983739,0.0007536482,0.002000822,0.003281677,0.00009212556,0.0062553],"genre_scores_gemma":[0.007616808,0.9774801,0.005947886,0.001498294,0.0003266334,0.002852531,0.002984377,0.00006361615,0.001229796],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02901765,"threshold_uncertainty_score":0.1493326,"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."}}