{"id":"W4308726987","doi":"10.2196/40347","title":"Determination of Markers of Successful Implementation of Mental Health Apps for Young People: Systematic Review","year":2022,"lang":"en","type":"review","venue":"Journal of Medical Internet Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"European Commission","keywords":"Mental health; Psychological intervention; Systematic review; mHealth; Medicine; MEDLINE; Medical education; Internet privacy; Psychology; Computer science; Nursing; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02341103,0.0002341114,0.003314367,0.001024389,0.00004563996,0.00001710549,0.001518166,0.0001929187,0.006228109],"category_scores_gemma":[0.001827942,0.0001811292,0.001178553,0.0007290887,0.0001985272,0.0001370159,0.0003422347,0.001047564,0.000007424772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008776897,"about_ca_system_score_gemma":0.001367791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000758769,"about_ca_topic_score_gemma":0.0003678287,"domain_scores_codex":[0.9854782,0.003586765,0.006479037,0.0002695729,0.003725296,0.0004611739],"domain_scores_gemma":[0.990381,0.00213992,0.006152008,0.0003827742,0.0006126018,0.0003316647],"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":[0.00006256919,0.0004291043,0.000009510783,0.6437,0.0003367136,0.000005559665,0.0003406783,2.263162e-9,3.87269e-8,0.0005631729,0.01423774,0.3403149],"study_design_scores_gemma":[0.001004785,0.006953609,0.00001658504,0.9203354,0.0006108868,0.0007782882,0.003180216,0.00001143583,0.000004180556,0.0001048306,0.06686262,0.0001371862],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005957148,0.9922375,0.0002989473,0.0008183882,0.001320549,0.004503072,0.000414223,0.000003193031,0.0003445647],"genre_scores_gemma":[0.001695301,0.9967279,0.0001277059,0.00003484052,0.00006169265,0.0005702145,0.0001845445,0.00004494655,0.0005528958],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3401777,"threshold_uncertainty_score":0.9946803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1812877781611376,"score_gpt":0.5997055332974662,"score_spread":0.4184177551363287,"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."}}