{"id":"W2752764126","doi":"10.2196/resprot.7298","title":"Protocol for Usability Testing and Validation of the ISO Draft International Standard 19223 for Lung Ventilators","year":2017,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Usability; Protocol (science); International standard; Computer science; Medicine; Medical physics; Telecommunications; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1713141,0.003995696,0.004651296,0.008613194,0.007590649,0.00634036,0.004732886,0.006333652,0.04934388],"category_scores_gemma":[0.237799,0.002783898,0.005428465,0.005366044,0.004758186,0.004203844,0.005034439,0.01195977,0.02002393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01024033,"about_ca_system_score_gemma":0.05024881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003348089,"about_ca_topic_score_gemma":0.00704764,"domain_scores_codex":[0.8487042,0.08788823,0.03110267,0.005703257,0.02199689,0.004604787],"domain_scores_gemma":[0.6491799,0.08761971,0.0170772,0.04271487,0.1970818,0.006326505],"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":[0.02460284,0.02408113,0.009077031,0.04487021,0.0006253083,0.002063859,0.0466192,0.004881028,0.01830292,0.02501853,0.3617206,0.4381374],"study_design_scores_gemma":[0.02661525,0.01950277,0.04176281,0.03441024,0.0005061859,0.000764634,0.01721241,0.008581971,0.01702784,0.02072887,0.8115143,0.001372956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00325131,0.0001569754,0.01566133,0.0006981488,0.0005936481,0.9739088,0.001802451,0.0003676586,0.00355964],"genre_scores_gemma":[0.0018074,0.00008249102,0.01672599,0.0001955571,0.00004867397,0.9799034,0.0005099106,0.00003598686,0.0006905927],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1713141,"threshold_uncertainty_score":0.9060066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4673064417988593,"score_gpt":0.6396491742058871,"score_spread":0.1723427324070278,"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."}}