{"id":"W2970983217","doi":"","title":"Applying Human Factors Methods to Inform the Implementation of a Novel Medical Device","year":2019,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Island Health; University of Victoria","funders":"","keywords":"Usability; Computer science; Test (biology); Cognitive walkthrough; System usability scale; Usability lab; Usability inspection; Task (project management); Pluralistic walkthrough; Human–computer interaction; Heuristic evaluation; Usability engineering; Engineering; Systems engineering","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":[0.0006992681,0.0000989523,0.0002090788,0.0001274994,0.0001148549,0.000007271858,0.0001562845,0.0001441638,0.0001083818],"category_scores_gemma":[0.0002266404,0.00006620479,0.00004193219,0.0003800163,0.0000405757,0.00008973336,0.00008867837,0.0002778819,0.00001107223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005458131,"about_ca_system_score_gemma":0.00007511662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001941555,"about_ca_topic_score_gemma":0.00001268021,"domain_scores_codex":[0.9989749,0.000004588014,0.000324474,0.000150961,0.0003318627,0.0002132614],"domain_scores_gemma":[0.9994076,0.00007773207,0.0001122637,0.0001038908,0.0001852047,0.0001132324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001962914,0.00003436637,0.8772119,0.0003838418,0.00003724696,2.635529e-7,0.005356641,8.722881e-8,0.05661571,0.004894914,0.0001325325,0.05531288],"study_design_scores_gemma":[0.002322457,0.001461762,0.4980031,0.0007525857,0.0001076059,0.00004003162,0.0510569,0.0001102691,0.3983701,0.000123587,0.04734581,0.0003058091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957485,0.00001938544,0.0002308802,0.001198886,0.0001564304,0.001063567,0.000001387937,0.00008172175,0.001499235],"genre_scores_gemma":[0.9942582,0.000002461185,0.004954655,0.0005199055,0.00006961459,0.0001203554,0.000005284159,0.00001198227,0.00005758988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3792088,"threshold_uncertainty_score":0.2699753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09500422377949257,"score_gpt":0.4738871312987893,"score_spread":0.3788829075192967,"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."}}