{"id":"W4224257559","doi":"10.2196/32643","title":"A Novel Method for Evaluating Mobile Apps (App Rating Inventory): Development Study","year":2022,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mobile apps; Computer science; App store; mHealth; Mobile phone; World Wide Web; Internet privacy; Medicine; Telecommunications; Psychological intervention; Psychiatry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03491713,0.001587838,0.0007496768,0.004653246,0.0006965296,0.002385462,0.001459158,0.0008519848,0.005937784],"category_scores_gemma":[0.08769871,0.0008102533,0.001379846,0.002702844,0.0008696097,0.002210192,0.002352166,0.001010337,0.003383975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009776838,"about_ca_system_score_gemma":0.0030863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001150597,"about_ca_topic_score_gemma":0.002115231,"domain_scores_codex":[0.9662221,0.01772895,0.00399489,0.002549282,0.009034205,0.0004704781],"domain_scores_gemma":[0.908233,0.05410224,0.005683437,0.006375291,0.0248076,0.0007983669],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007439395,0.001407487,0.07383532,0.001921578,0.0002306653,0.0005358481,0.00657005,0.001556629,0.01314385,0.006687925,0.0109282,0.8824384],"study_design_scores_gemma":[0.002958925,0.01736662,0.3746637,0.004366535,0.00240013,0.01070382,0.01578519,0.1482683,0.1167744,0.01722155,0.2880968,0.00139406],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1522295,0.001146079,0.7760251,0.0005044562,0.0005340038,0.03373511,0.002766802,0.002929178,0.03012981],"genre_scores_gemma":[0.1343129,0.0005324104,0.8305442,0.0001849777,0.00008174765,0.02915023,0.001002134,0.0003097006,0.00388181],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9650829,"threshold_uncertainty_score":0.1846616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4103898791658612,"score_gpt":0.6170027916981253,"score_spread":0.2066129125322641,"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."}}