{"id":"W4391771391","doi":"10.1016/j.sleep.2023.11.460","title":"A scoping review of validation studies for commercially available CBTi smartphone applications","year":2024,"lang":"en","type":"review","venue":"Sleep Medicine","topic":"Green IT and Sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; University of British Columbia; University of Toronto","funders":"","keywords":"Computer science; Smartphone application; Multimedia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03450068,0.002139631,0.006493235,0.01242989,0.00133881,0.005786967,0.003573022,0.004159873,0.007788226],"category_scores_gemma":[0.1230905,0.001359281,0.009432488,0.0101941,0.002172636,0.004110037,0.003154934,0.00248436,0.00114907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004112348,"about_ca_system_score_gemma":0.02295066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01371378,"about_ca_topic_score_gemma":0.03032182,"domain_scores_codex":[0.983001,0.005043039,0.006449847,0.001232645,0.003889533,0.000383908],"domain_scores_gemma":[0.8873442,0.08593363,0.01157771,0.002180548,0.01253721,0.0004267389],"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":[0.0003193429,0.00006992517,0.0006781783,0.8040867,0.002382321,0.0001068413,0.0005919106,0.0001238207,0.0005316358,0.001132016,0.003460954,0.1865163],"study_design_scores_gemma":[0.0001040302,0.0002355117,0.002701896,0.9320255,0.01451829,0.0002443494,0.0004874652,0.00007647667,0.0004633548,0.0005731501,0.04852219,0.00004778459],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007102893,0.9966632,0.0004901721,0.0003204547,0.0001935975,0.0004814471,0.0004192617,0.0000125491,0.0007090646],"genre_scores_gemma":[0.0077877,0.9864144,0.002897965,0.000768779,0.00009100586,0.001051878,0.0005831992,0.00002105863,0.0003840355],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03450068,"threshold_uncertainty_score":0.1824592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1189533999153821,"score_gpt":0.4227745408430373,"score_spread":0.3038211409276551,"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."}}