{"id":"W4387015002","doi":"10.32920/24191460.v1","title":"Beyond “implementation”: digital health innovation and service design","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Women's College Hospital; University of Toronto","funders":"","keywords":"Value proposition; Digital health; Knowledge management; Service (business); Health technology; Process management; Health care; Work (physics); Business; Computer science; Engineering management; Engineering; Marketing; Political science","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0008049097,0.0002506769,0.0002340744,0.0007566425,0.0001902228,0.001231584,0.0001999821,0.000112315,0.0001844495],"category_scores_gemma":[0.00004839305,0.0002541876,0.00002023511,0.002082357,0.00001189223,0.001385816,0.000709734,0.0002298289,0.0004229422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004219565,"about_ca_system_score_gemma":0.0001168495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002383639,"about_ca_topic_score_gemma":0.0004043405,"domain_scores_codex":[0.9983377,0.000008870952,0.0006027644,0.0005127347,0.0002838597,0.0002540958],"domain_scores_gemma":[0.9983451,0.00003574198,0.0005741602,0.0003110643,0.000726763,0.000007110616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005977481,0.0000955869,0.01285022,0.005541347,0.0001870273,0.000003929404,0.0006715591,0.0007056554,0.00012564,0.6025088,0.2075736,0.1696769],"study_design_scores_gemma":[0.0008925581,0.00002512773,0.03397007,0.0002051911,0.00005739334,0.000002007667,0.002776441,0.005281313,0.0000927017,0.9051706,0.05058981,0.000936741],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2633079,0.0002061793,0.04643376,0.6615908,0.004724347,0.004755886,0.000109969,0.002546572,0.01632456],"genre_scores_gemma":[0.4604613,0.00008971048,0.007217037,0.4955275,0.009296082,0.0004189138,0.02406042,0.0003092304,0.002619836],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3026619,"threshold_uncertainty_score":0.9999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09560833999584983,"score_gpt":0.3215047771194909,"score_spread":0.225896437123641,"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."}}