{"id":"W2895467079","doi":"10.1177/1609406918798433","title":"Data Elicited Through Apps for Health Systems Improvement","year":2018,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design; McMaster University","funders":"McMaster University","keywords":"Thematic analysis; Service provider; Psychology; Qualitative property; Service delivery framework; Internet privacy; Mental health; Qualitative research; Health care; Medical education; Service (business); Medicine; Applied psychology; Computer science; Psychiatry; Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01159287,0.0001579193,0.0003928316,0.000228589,0.00009027407,0.00008989037,0.001209695,0.0000568213,0.0001730189],"category_scores_gemma":[0.001055232,0.0001351773,0.0001710845,0.0001525139,0.0001908495,0.0005467146,0.0001798312,0.0001914683,0.00005528664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003453117,"about_ca_system_score_gemma":0.000151535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002272542,"about_ca_topic_score_gemma":0.00001710352,"domain_scores_codex":[0.9950441,0.002162191,0.001686703,0.000296731,0.0005035001,0.0003067694],"domain_scores_gemma":[0.9945506,0.001766822,0.001662617,0.000382335,0.001495594,0.0001419857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001619994,0.001449925,0.00001919125,0.0001492775,0.002419715,0.0000126423,0.04735222,0.000004139147,0.0005725151,0.3779309,0.1389057,0.4295638],"study_design_scores_gemma":[0.004806295,0.01113129,0.0003034089,0.001075536,0.00007501989,0.0002817256,0.05011557,0.0005762351,0.001952654,0.1239366,0.8053493,0.0003963487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003822542,0.001283719,0.9602576,0.01166202,0.01695718,0.0005301539,0.001712236,0.00002076461,0.003753813],"genre_scores_gemma":[0.2683197,0.00002596495,0.7193328,0.00525357,0.002792445,0.0001162114,0.000252029,0.00006693789,0.003840268],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6664436,"threshold_uncertainty_score":0.551237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7861667952335876,"score_gpt":0.7500746709183946,"score_spread":0.03609212431519293,"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."}}