{"id":"W3175360800","doi":"10.18421/tem83-17","title":"Depression Management: A Descriptive Evaluation of Depression Apps in the Google Play Store","year":2019,"lang":"en","type":"article","venue":"TEM Journal","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Depression (economics); Descriptive research; Descriptive statistics; Management of depression; Psychology; Business; Internet privacy; World Wide Web; Medicine; Computer science; Alternative medicine; Statistics; Mathematics; Economics","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":[0.001987807,0.00008988754,0.0001246042,0.0001761367,0.00007108483,0.00003152146,0.0002887966,0.00005845763,0.001129946],"category_scores_gemma":[0.00001979449,0.00006090746,0.00008258503,0.0001714887,0.00002346978,0.0002256085,0.00005291288,0.0002744281,0.0002895534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001669952,"about_ca_system_score_gemma":0.0000214709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000280109,"about_ca_topic_score_gemma":0.00001926421,"domain_scores_codex":[0.9981251,0.0005050352,0.0004254555,0.0001598136,0.0005727863,0.0002118315],"domain_scores_gemma":[0.9992646,0.00006170933,0.0002844131,0.0002609742,0.00007934739,0.00004893999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008117269,0.002396182,0.1919239,0.0001754834,0.0001960045,0.0000738356,0.01527561,0.0003553142,0.0004065596,0.006419562,0.01767183,0.764294],"study_design_scores_gemma":[0.005421914,0.000527877,0.9629931,0.001919343,0.0001207485,0.0004036844,0.01472658,0.0005962881,0.0004860194,0.00952939,0.003084094,0.0001909518],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8899143,0.00106748,0.0001854693,0.0001057539,0.001053332,0.000650876,0.000006987656,0.000008928002,0.1070068],"genre_scores_gemma":[0.9986574,0.00000503089,0.0001247801,0.0000671466,0.0000477898,0.00005542295,0.000005319382,0.00001131597,0.001025802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7710692,"threshold_uncertainty_score":0.9997832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07052301174376252,"score_gpt":0.4048352974876482,"score_spread":0.3343122857438857,"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."}}