{"id":"W4308684120","doi":"10.2196/32679","title":"The Role of Academic Health Systems in Leading the “Third Wave” of Digital Health Innovation","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Third wave; Engineering ethics; Political science; Business; Sociology; Engineering; Political economy","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":[0.07817223,0.0008821482,0.0006809663,0.005378009,0.01501791,0.04449822,0.002537871,0.0123677,0.01442878],"category_scores_gemma":[0.06187822,0.0008495479,0.001251148,0.00434518,0.02599594,0.02699383,0.02666718,0.01924059,0.00477799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01621816,"about_ca_system_score_gemma":0.04347457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006545702,"about_ca_topic_score_gemma":0.005301638,"domain_scores_codex":[0.9443951,0.03156415,0.001960768,0.003139141,0.008333708,0.01060721],"domain_scores_gemma":[0.8928697,0.03521146,0.006800044,0.008202254,0.0193294,0.03758719],"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":[0.0001708597,0.0003688226,0.01046006,0.0006132606,0.0001095768,0.0004324496,0.01597698,0.001185533,0.0006259981,0.7524946,0.1066846,0.1108772],"study_design_scores_gemma":[0.0002326598,0.0005119825,0.00511674,0.001799559,0.00006959339,0.0003632785,0.02538282,0.002483546,0.001453955,0.4051755,0.5571993,0.0002110569],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02223334,0.01439205,0.02001329,0.8211288,0.005229013,0.0002684998,0.000115635,0.0004543086,0.116165],"genre_scores_gemma":[0.7726663,0.01998939,0.03407776,0.141445,0.00801048,0.0005970704,0.0002249705,0.0003364346,0.02265285],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07817223,"threshold_uncertainty_score":0.4134192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01251374741380593,"score_gpt":0.2961087417991717,"score_spread":0.2835949943853657,"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."}}