{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03154543,0.000841321,0.0006964281,0.002249297,0.00615953,0.01944405,0.002818782,0.01098477,0.005936312],"category_scores_gemma":[0.03600312,0.0004191364,0.001133715,0.002872994,0.05213112,0.01867286,0.006573855,0.01016354,0.0009770697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01527598,"about_ca_system_score_gemma":0.01687751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007444091,"about_ca_topic_score_gemma":0.004198518,"domain_scores_codex":[0.9334325,0.05604047,0.001461719,0.002071407,0.005136488,0.001857389],"domain_scores_gemma":[0.9513212,0.03947381,0.001312001,0.002749419,0.003826812,0.001316705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001624202,0.0000142555,0.0001359785,0.0002235146,0.000006150417,0.0000618523,0.006706384,0.0002910351,0.00005500392,0.972863,0.006623914,0.01300277],"study_design_scores_gemma":[0.00003993752,0.00009530121,0.0002507102,0.001123202,0.00002314323,0.0001967467,0.01190327,0.00230539,0.0006953218,0.6171363,0.366192,0.00003874486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01226924,0.01894591,0.1288347,0.680828,0.006007849,0.0002836746,0.00006894882,0.0001900931,0.1525717],"genre_scores_gemma":[0.8232593,0.01633626,0.05253961,0.07908273,0.004621019,0.0009005709,0.00006945395,0.0002264838,0.02296448],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03154543,"threshold_uncertainty_score":0.1668302,"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."}}