{"id":"W6999815566","doi":"","title":"A Digital Health Evaluation Framework","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Digital health; Context (archaeology); eHealth; Health informatics; Digital transformation; Health data; Conceptual framework","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2792582,0.002412929,0.002488319,0.02276138,0.008765588,0.02538082,0.006575183,0.008792697,0.005763683],"category_scores_gemma":[0.1650178,0.001364312,0.004339497,0.01127696,0.02836053,0.02267614,0.01440334,0.009172834,0.0013002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05134092,"about_ca_system_score_gemma":0.1108919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01867311,"about_ca_topic_score_gemma":0.01510864,"domain_scores_codex":[0.6917808,0.2457666,0.02783108,0.007944557,0.02215588,0.00452096],"domain_scores_gemma":[0.7244022,0.1991142,0.008705494,0.008394973,0.05099876,0.008384297],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003801661,0.000139274,0.001146543,0.002774589,0.00006332288,0.00008842501,0.004393331,0.001951162,0.000119806,0.9318565,0.006213557,0.05121532],"study_design_scores_gemma":[0.0002770077,0.0003298483,0.001948683,0.02813947,0.0002346326,0.0003149158,0.01616585,0.005711164,0.0006250897,0.634656,0.3114627,0.0001348071],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008483214,0.0262156,0.5597753,0.1817496,0.002597931,0.03043555,0.001646361,0.0007163988,0.1883801],"genre_scores_gemma":[0.1254507,0.007540426,0.822643,0.01210952,0.0005696216,0.02606489,0.0009253545,0.000119918,0.00457662],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7207418,"threshold_uncertainty_score":0.8888029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4247083267252594,"score_gpt":0.6823633139936566,"score_spread":0.2576549872683972,"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."}}