{"id":"W1171422235","doi":"10.2196/resprot.4519","title":"Business Modeling to Implement an eHealth Portal for Infection Control: A Reflection on Co-Creation With Stakeholders","year":2015,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"eHealth; Reflection (computer programming); Control (management); Business; Patient portal; Knowledge management; Business model; Process management; Computer science; Health care; Marketing; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01404087,0.0002043599,0.0002985875,0.0007874753,0.001800887,0.00009972554,0.0002385822,0.0001457739,0.0001245435],"category_scores_gemma":[0.001576888,0.0001681412,0.00002677788,0.001496706,0.00005896133,0.0006934956,0.00004785496,0.0006836546,0.0001698086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00157693,"about_ca_system_score_gemma":0.005010597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002686049,"about_ca_topic_score_gemma":0.004511327,"domain_scores_codex":[0.9931421,0.001949934,0.0009289701,0.0006612156,0.001734424,0.001583304],"domain_scores_gemma":[0.9937604,0.0006575666,0.0002953252,0.000546314,0.003585615,0.001154794],"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":[0.06757461,0.003503422,0.1524285,0.009610314,0.000124965,0.0000257705,0.1148958,0.05929358,0.00736769,0.03241117,0.4905253,0.06223888],"study_design_scores_gemma":[0.02702339,0.02590428,0.02130105,0.002654182,0.000006625245,0.000007401411,0.01096803,0.03275416,0.0004312899,0.001649178,0.8766083,0.0006921443],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0879996,1.504256e-7,0.06949761,0.01183251,0.00005209171,0.828029,0.000145699,0.0002278976,0.002215408],"genre_scores_gemma":[0.2121925,2.517148e-7,0.0009852153,0.002566144,0.0004393833,0.7834861,0.00005983316,0.00004525731,0.0002254001],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.3860829,"threshold_uncertainty_score":0.9994986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9333186026151385,"score_gpt":0.8121376618752674,"score_spread":0.1211809407398712,"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."}}