{"id":"W2983102544","doi":"10.2196/16442","title":"Quality Awareness and Its Influence on the Evaluation of App Meta-Information by Physicians: Validation Study","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); mHealth; Information quality; Psychology; Computer science; Medicine; Applied psychology; Information system; Psychological intervention; Engineering; 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":[0.2917246,0.001433826,0.00245962,0.002401428,0.001444811,0.003874653,0.001663044,0.002657345,0.002711206],"category_scores_gemma":[0.6550467,0.001377886,0.00810262,0.002670456,0.00344802,0.003598739,0.003029996,0.001873734,0.0003356248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002197051,"about_ca_system_score_gemma":0.004046569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002254445,"about_ca_topic_score_gemma":0.002006889,"domain_scores_codex":[0.745994,0.1979831,0.02538531,0.0143889,0.0146831,0.001565653],"domain_scores_gemma":[0.1059129,0.8049427,0.05018177,0.02435554,0.013184,0.001423146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0387788,0.003797806,0.7976823,0.01464405,0.03803154,0.0004256263,0.02754009,0.003553677,0.001436927,0.001237717,0.001525929,0.07134554],"study_design_scores_gemma":[0.009698027,0.03383136,0.7970902,0.008003987,0.08331511,0.001656689,0.004941258,0.03711034,0.007786203,0.004839697,0.01099353,0.0007336603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556927,0.007538398,0.02466201,0.0007740106,0.0002335041,0.006651128,0.0008813673,0.0002373906,0.003329503],"genre_scores_gemma":[0.9854033,0.0004780617,0.0104016,0.0002516601,0.00005588668,0.002809288,0.0003238817,0.00006698111,0.0002093145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2917246,"threshold_uncertainty_score":0.8734297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2221916674854252,"score_gpt":0.5350719523525598,"score_spread":0.3128802848671345,"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."}}