{"id":"W4296173841","doi":"10.2196/38793","title":"Quality of Mobile Apps for Child Development Support: Search in App Stores and Content Analysis","year":2022,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Healthcare Research and Quality","keywords":"Mobile apps; App store; Internet privacy; Content analysis; The Internet; Quality (philosophy); Promotion (chess); Psychology; mHealth; World Wide Web; Computer science; Political science; Psychological intervention; Sociology","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":[0.002949192,0.00009977685,0.0003754376,0.0003672677,0.0012001,0.000005693611,0.00009072488,0.00006465537,0.0001247888],"category_scores_gemma":[0.00007172137,0.0001003405,0.00004927988,0.0006899031,0.0000232903,0.00002982535,0.0002068689,0.0003733727,0.000001188399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000860882,"about_ca_system_score_gemma":0.0004224741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004968898,"about_ca_topic_score_gemma":0.0006081451,"domain_scores_codex":[0.9976674,0.0002622743,0.001048561,0.0003131858,0.0002476548,0.0004609816],"domain_scores_gemma":[0.9984098,0.0006980604,0.0004195287,0.0001616725,0.0001147929,0.0001961377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005203981,0.0001167696,0.974458,0.001807387,0.00001684447,2.075221e-7,0.003486161,0.00007141672,0.000004730198,0.000890964,0.0003691196,0.01872639],"study_design_scores_gemma":[0.001187772,0.00009547651,0.9161339,0.00001564666,0.00004547493,3.436339e-7,0.009906092,0.0005842022,0.000002780306,0.00005409489,0.07182892,0.0001452334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937941,0.001252477,0.0005055235,0.0001860302,0.00009157824,0.003625401,0.000202932,0.00002062283,0.0003213439],"genre_scores_gemma":[0.9806641,0.0004938305,0.0006176374,0.000195596,0.0000775884,0.01746442,0.0002430661,0.00001118405,0.0002326058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0714598,"threshold_uncertainty_score":0.9230323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1288228114877491,"score_gpt":0.458351530454319,"score_spread":0.32952871896657,"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."}}