{"id":"W3120519392","doi":"10.2196/25495","title":"Leadership in Digital Health Services: Protocol for a Concept Analysis","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Strategic Research Council; Oulun Yliopisto; Academy of Finland","keywords":"Conceptualization; CINAHL; Digital library; MEDLINE; Digital health; Health care; Computer science; Health services research; Identification (biology); Knowledge management; Data science; Psychology; Medicine; Nursing; Public health; 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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1105951,0.004307356,0.007687688,0.01023371,0.008207675,0.006370192,0.005492483,0.00769058,0.1117782],"category_scores_gemma":[0.1553113,0.003750652,0.007670435,0.01078823,0.005490331,0.008302124,0.006604898,0.0111254,0.02097235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01216251,"about_ca_system_score_gemma":0.05608989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004631911,"about_ca_topic_score_gemma":0.006639575,"domain_scores_codex":[0.9202052,0.04638131,0.01627636,0.004233441,0.009684642,0.003219057],"domain_scores_gemma":[0.856176,0.06257777,0.01088487,0.01700635,0.04974325,0.003611963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02908553,0.007517308,0.002630054,0.2161702,0.0009233635,0.002291204,0.04479045,0.006965991,0.005496349,0.06727555,0.2863452,0.3305087],"study_design_scores_gemma":[0.03191971,0.005022255,0.007218811,0.08255123,0.0005780013,0.0005646668,0.02768445,0.005218605,0.00473084,0.04994085,0.7836895,0.0008811101],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004750491,0.0001241994,0.002865886,0.0002616876,0.0001816878,0.9935101,0.001581815,0.00004283596,0.0009567348],"genre_scores_gemma":[0.0002811527,0.00008099436,0.004156116,0.00007863086,0.00001062482,0.9950553,0.0001486312,0.000004761329,0.0001837851],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1117782,"threshold_uncertainty_score":0.5848896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6482093944637165,"score_gpt":0.6397754094115453,"score_spread":0.008433985052171189,"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."}}