{"id":"W2899795704","doi":"10.2196/11232","title":"The Future of Health Care: Protocol for Measuring the Potential of Task Automation Grounded in the National Health Service Primary Care System","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automation; Task (project management); Protocol (science); Work (physics); Health care; Service (business); Domain (mathematical analysis); Computer science; Knowledge management; Medicine; Process management; Data science; Engineering management; Engineering; Business; Alternative medicine; Systems engineering; Political science; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1035635,0.001613626,0.001850845,0.005168589,0.007871734,0.004808901,0.004675498,0.005745922,0.03630603],"category_scores_gemma":[0.1132711,0.002602243,0.002921331,0.006929314,0.005082686,0.003504353,0.005917447,0.005584449,0.009370592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0148702,"about_ca_system_score_gemma":0.04727677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008526914,"about_ca_topic_score_gemma":0.01507743,"domain_scores_codex":[0.9037379,0.06037353,0.02207635,0.003691817,0.006532351,0.003588076],"domain_scores_gemma":[0.8521535,0.05938231,0.0139996,0.02726518,0.04227535,0.004924112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0157345,0.007417114,0.02854443,0.05151423,0.0006122998,0.002575533,0.1118596,0.007962024,0.008220091,0.08405453,0.3665829,0.3149228],"study_design_scores_gemma":[0.01013419,0.006238005,0.06794004,0.01617276,0.0003598226,0.0004667271,0.05143457,0.004000889,0.005509739,0.03194346,0.8049966,0.0008032162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005803836,0.0001924256,0.01257924,0.001201551,0.0002201767,0.9592382,0.01382973,0.0001677556,0.006767051],"genre_scores_gemma":[0.002510753,0.00007018145,0.01229651,0.0002258257,0.00001483014,0.9833648,0.001129064,0.000009840845,0.0003782357],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1035635,"threshold_uncertainty_score":0.5477026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2614517337309977,"score_gpt":0.6046696920222074,"score_spread":0.3432179582912098,"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."}}