{"id":"W4392839053","doi":"10.2196/46698","title":"Usability of an Automated System for Real-Time Monitoring of Shared Decision-Making for Surgery: Mixed Methods Evaluation","year":2024,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Usability; Computer science; Human–computer interaction; Software engineering; Embedded system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004789848,0.000220402,0.0007022784,0.0004521883,0.0006729601,0.00002233111,0.0004166782,0.0003210566,0.00008236452],"category_scores_gemma":[0.003489263,0.0002021475,0.0002570644,0.0004529336,0.00005886764,0.0003554943,0.0001325451,0.0002402432,0.000004478314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009991789,"about_ca_system_score_gemma":0.000715312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002550956,"about_ca_topic_score_gemma":0.00003507827,"domain_scores_codex":[0.9939914,0.002697501,0.001896864,0.0004683403,0.0005301001,0.0004158264],"domain_scores_gemma":[0.9761757,0.02010538,0.0008830396,0.00112931,0.001582314,0.0001242837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001363775,0.0008191165,0.4961539,0.08550236,0.0006531831,0.000001003565,0.1477345,0.0005577574,0.08624372,0.003243075,0.007023517,0.1707041],"study_design_scores_gemma":[0.001361653,0.0005383473,0.7005663,0.01693731,0.0002789572,5.590393e-7,0.04511943,0.2215962,0.008056701,0.004362179,0.0005524954,0.0006298602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892398,0.0002843225,0.001095801,0.00002797808,0.002028389,0.005981529,0.000512792,0.0007612162,0.00006823378],"genre_scores_gemma":[0.952741,0.000002464836,0.04383844,0.000002604286,0.0001130406,0.002868286,0.0003551566,0.00006526517,0.00001379883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2210384,"threshold_uncertainty_score":0.8243335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3593295181212726,"score_gpt":0.5821012991661243,"score_spread":0.2227717810448517,"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."}}