{"id":"W4229335321","doi":"10.1111/hex.13506","title":"Meaningful patient and public involvement in digital health innovation, implementation and evaluation: A systematic review","year":2022,"lang":"en","type":"review","venue":"Health Expectations","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Systematic review; MEDLINE; Computer science; Knowledge management; Data science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00403704,0.0005902454,0.002795459,0.001278136,0.00222706,0.00006271127,0.0002037027,0.0001439993,0.000682807],"category_scores_gemma":[0.0005056571,0.0005382113,0.0001135207,0.002402504,0.00005084644,0.0004147021,0.0003089363,0.0009957511,0.00004971684],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004913309,"about_ca_system_score_gemma":0.008329444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006330019,"about_ca_topic_score_gemma":0.001534735,"domain_scores_codex":[0.9857242,0.004228729,0.006516987,0.0009190356,0.001342426,0.001268666],"domain_scores_gemma":[0.9926265,0.001182074,0.00463615,0.000596115,0.00037834,0.000580831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001939576,0.0001236758,0.0001236091,0.7693954,0.000043698,8.074269e-7,0.01435133,6.51029e-8,7.732059e-10,0.002447475,0.002117412,0.2113947],"study_design_scores_gemma":[0.0009530647,0.0006998587,0.00001059352,0.477838,0.0002154767,0.00001169566,0.1008205,0.00002279988,2.881073e-9,0.0003231102,0.4186569,0.0004479658],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005022499,0.9611291,0.00001879396,0.001891662,0.0005447898,0.03544426,0.0005972203,0.00007499634,0.0002489101],"genre_scores_gemma":[0.0001392413,0.9419874,0.0001585717,0.00966603,0.00006266642,0.03385516,0.01401865,0.00007331763,0.00003895783],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4165395,"threshold_uncertainty_score":0.9997069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4533671439980707,"score_gpt":0.5406776783353417,"score_spread":0.08731053433727104,"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."}}