{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008701295,0.0003213602,0.002227809,0.0001715365,0.00004951237,0.000005448283,0.000205232,0.0001174048,0.0001030984],"category_scores_gemma":[0.000385012,0.000232133,0.0002714496,0.0005760805,0.0001098952,0.00004081474,0.00005339281,0.0002112567,0.00006301026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001969464,"about_ca_system_score_gemma":0.0001319255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007622767,"about_ca_topic_score_gemma":0.000009993621,"domain_scores_codex":[0.998168,0.00005302131,0.001086308,0.0002747202,0.0002016775,0.0002162819],"domain_scores_gemma":[0.9986314,0.0003638217,0.0001681144,0.0004856671,0.0002926901,0.00005829157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[3.713298e-7,0.000006037442,1.922023e-7,0.6240431,0.0001870627,4.526152e-7,0.0000368234,8.878901e-7,1.419337e-7,0.00007326452,0.02397145,0.3516802],"study_design_scores_gemma":[0.00007255247,0.00002668481,5.141144e-8,0.4379112,0.002047926,0.000001855012,0.00002092648,0.00001370058,8.127637e-7,0.0001164096,0.5596761,0.0001118588],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.825221e-8,0.9906743,0.002384538,0.0002075467,0.0004901091,0.0052031,0.00003853464,0.00014428,0.0008575681],"genre_scores_gemma":[6.960229e-7,0.995633,0.0002731251,0.00005478462,0.0004236103,0.002911306,0.0003171978,0.0000602997,0.0003259754],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5357046,"threshold_uncertainty_score":0.946611,"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."}}