{"id":"W4391840057","doi":"10.1038/s44222-024-00162-9","title":"Open-source design of medical devices","year":2024,"lang":"en","type":"article","venue":"Nature Reviews Bioengineering","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Open source; Computer science; Operating system; Software","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009006736,0.0002156081,0.000365593,0.0001749641,0.00001594611,0.00008827563,0.0007085475,0.0004258282,0.0001971425],"category_scores_gemma":[0.0001381944,0.0001699381,0.00008650694,0.0007148729,0.00002335837,0.0001858974,0.00009472487,0.0007575465,0.00007496371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005389282,"about_ca_system_score_gemma":0.00004029933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005219433,"about_ca_topic_score_gemma":9.277878e-7,"domain_scores_codex":[0.9987676,0.00002099652,0.0004074755,0.0002075491,0.0003525988,0.0002437964],"domain_scores_gemma":[0.9994459,0.0001111435,0.00001766796,0.0002358273,0.0000175715,0.0001719391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003920678,0.00005252322,0.00001682607,0.02255876,0.0002433564,0.00002956344,0.0003781255,0.03263886,0.00931304,0.004608986,0.08190046,0.8482556],"study_design_scores_gemma":[0.00005319641,0.00001232837,0.00003492244,0.002079066,0.00002170766,0.00002600692,0.000004776523,0.2831251,0.0009845211,0.00001972939,0.7134602,0.0001785043],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005683469,0.4506601,0.543343,0.0006216047,0.002938793,0.000421174,0.000004950397,0.0008591767,0.0005828572],"genre_scores_gemma":[0.867604,0.09449778,0.03536036,0.0002399798,0.001448981,0.0002163475,0.00004854117,0.000238297,0.0003457162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8670356,"threshold_uncertainty_score":0.6929873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02307814952490241,"score_gpt":0.299597618845056,"score_spread":0.2765194693201536,"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."}}