{"id":"W4391583737","doi":"10.2196/54866","title":"Quality Assessment of Smartphone Medication Management Apps in France: Systematic Search","year":2024,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Smartphone app; Quality (philosophy); Smartphone application; Mobile apps; Systematic review; Medicine; Quality assessment; MEDLINE; Computer science; Internet privacy; Multimedia; World Wide Web; Psychological intervention; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01542464,0.001446977,0.006460288,0.03252462,0.0007487547,0.002400043,0.001691412,0.001709935,0.003978151],"category_scores_gemma":[0.06188604,0.0007238287,0.004664863,0.02071493,0.00105879,0.002504411,0.002099246,0.0006773772,0.0005132572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004803735,"about_ca_system_score_gemma":0.01296073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01488558,"about_ca_topic_score_gemma":0.02950618,"domain_scores_codex":[0.9798274,0.005120373,0.01001477,0.001532322,0.003119102,0.0003859753],"domain_scores_gemma":[0.9006653,0.06739305,0.02066692,0.001533848,0.008989378,0.0007515789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0006980945,0.00004291713,0.01582763,0.8904408,0.007117675,0.0005250319,0.001243509,0.0001583179,0.0004807029,0.0003747463,0.004218217,0.07887246],"study_design_scores_gemma":[0.0005809005,0.0006239274,0.05487115,0.871991,0.03336889,0.001477676,0.001424723,0.0003592124,0.0005216461,0.0004118131,0.03425101,0.0001180882],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02460402,0.9565384,0.0009087481,0.001028288,0.0001208534,0.001826051,0.01351804,0.00008254089,0.001372971],"genre_scores_gemma":[0.2211124,0.7491695,0.006669964,0.002876946,0.0002509156,0.006360784,0.01283167,0.00008573409,0.000641987],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03252462,"threshold_uncertainty_score":0.08157426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1161911104222175,"score_gpt":0.5445094585385066,"score_spread":0.4283183481162892,"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."}}