{"id":"W2607284843","doi":"10.2196/mhealth.7044","title":"A Framework for the Study of Complex mHealth Interventions in Diverse Cultural Settings","year":2017,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Sunnybrook Health Science Centre; Health Sciences Centre; Queen's University; NOSM University; Laurentian University","funders":"Canadian Institutes of Health Research; Grand Challenges Canada","keywords":"mHealth; Psychological intervention; Psychology; Medicine; Internet privacy; Computer science; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003548741,0.0003270842,0.0008825032,0.0002291166,0.007759095,0.0000397489,0.000788672,0.0002680598,0.00009835731],"category_scores_gemma":[0.0009878,0.0002403947,0.0001461921,0.0002876,0.0003017815,0.0002243666,0.0003129824,0.001455775,0.00002426487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003898006,"about_ca_system_score_gemma":0.001382896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007823702,"about_ca_topic_score_gemma":0.01077008,"domain_scores_codex":[0.9945107,0.0006939517,0.002186776,0.0007030258,0.0003674474,0.001538112],"domain_scores_gemma":[0.9927491,0.00219626,0.002351463,0.001446862,0.0003659991,0.0008903354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002472607,0.004237312,0.4964829,0.04904609,0.00009700646,0.000006478936,0.06623805,0.00002738375,0.000005948621,0.144374,0.04947748,0.1875348],"study_design_scores_gemma":[0.00594347,0.001110939,0.9102491,0.0009380998,0.0001145094,0.000002616225,0.03858751,0.0008096124,2.23626e-7,0.0031384,0.03889248,0.0002130579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443332,0.001353959,0.001095737,0.02780632,0.001093436,0.02318492,0.0003028624,0.0001071744,0.0007223944],"genre_scores_gemma":[0.9756863,0.001954683,0.002191463,0.00401687,0.0004937776,0.01531831,0.00004615452,0.00004393776,0.0002485589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4137662,"threshold_uncertainty_score":0.9987833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3045918343807839,"score_gpt":0.5704242492087088,"score_spread":0.2658324148279249,"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."}}