{"id":"W4296798714","doi":"10.2196/39813","title":"Comparing Professional and Consumer Ratings of Mental Health Apps: Mixed Methods Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIHR Maudsley Biomedical Research Centre; King's College London; One Mind; National Institute for Health and Care Research; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research","keywords":"Mental health; Psychology; Download; Rating scale; Mobile apps; Scale (ratio); App store; Applied psychology; Clinical psychology; Medical education; Medicine; Psychiatry; World Wide Web; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005735306,0.0001017636,0.0002926089,0.0003300306,0.0008667202,0.00002385553,0.0002401328,0.00002179237,0.0006590023],"category_scores_gemma":[0.00003259203,0.00009416661,0.00004987179,0.000471917,0.0002467087,0.000189593,0.001000048,0.0007058628,0.00004038358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002728824,"about_ca_system_score_gemma":0.0001092473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002738168,"about_ca_topic_score_gemma":0.0000302369,"domain_scores_codex":[0.9937987,0.004149445,0.000627175,0.000245243,0.0006934876,0.0004859139],"domain_scores_gemma":[0.998849,0.0004703103,0.0002151716,0.0002087841,0.00009961342,0.0001570902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001612443,0.02223949,0.05814242,0.0009652543,0.0004742783,0.00001072653,0.3948494,0.000001792359,0.0002014227,0.03560694,0.1532777,0.3326182],"study_design_scores_gemma":[0.005159627,0.01325553,0.4003713,0.0002940701,0.000005416583,0.00006511107,0.5604427,0.0004813861,0.000375078,0.002286361,0.01699674,0.0002666543],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889763,0.0004415953,0.00006182412,0.001066963,0.0009037631,0.002145119,0.0001313108,0.00002518389,0.006247934],"genre_scores_gemma":[0.9962665,0.000001327411,0.0004784143,0.00005526434,0.000009596273,0.001533773,0.00003912524,0.00001438311,0.001601638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3422288,"threshold_uncertainty_score":0.7215613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2274678048398236,"score_gpt":0.6230308341414693,"score_spread":0.3955630293016457,"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."}}