{"id":"W2952071561","doi":"","title":"Data elicited through apps for health systems improvement","year":2018,"lang":"en","type":"article","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Thematic analysis; Service provider; Internet privacy; Psychology; Qualitative property; Service delivery framework; Mental health; Health care; Qualitative research; Medical education; Service (business); Medicine; Applied psychology; Computer science; Business; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001747038,0.0002683536,0.0004432269,0.0005315862,0.002640147,0.0003378611,0.004343154,0.0002259479,0.000009914512],"category_scores_gemma":[0.00004729218,0.0003274092,0.0001360356,0.00128924,0.000829057,0.001888781,0.002033694,0.0005228588,0.0003129505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001860831,"about_ca_system_score_gemma":0.0007854102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01534372,"about_ca_topic_score_gemma":0.001313786,"domain_scores_codex":[0.9953681,0.00103752,0.0004206987,0.001307915,0.0006335488,0.001232268],"domain_scores_gemma":[0.9960191,0.0002589425,0.000325035,0.002071973,0.0007570999,0.0005678236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001328556,0.0007319613,0.0001668303,0.0001530572,0.0002613548,0.0001543645,0.0006068001,0.00000146479,0.0001221454,0.9398257,0.05387367,0.002774157],"study_design_scores_gemma":[0.002873679,0.003659311,0.0004918411,0.0002943564,0.00004155744,0.00002874506,0.009681612,0.0002482805,0.0002238605,0.0001991884,0.9819332,0.0003243727],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02883381,0.0001546182,0.003671287,0.00254929,0.002040775,0.004154423,0.001427582,0.000159648,0.9570086],"genre_scores_gemma":[0.4861739,0.00003139524,0.00076016,0.00019785,0.0002699921,0.000006152858,0.0003848352,0.00004812829,0.5121276],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9396265,"threshold_uncertainty_score":0.9999178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.28624938142423,"score_gpt":0.4866608822598588,"score_spread":0.2004115008356288,"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."}}