{"id":"W3004192693","doi":"10.2196/13170","title":"Toward Gamified Pain Management Apps: Mobile Application Rating Scale–Based Quality Assessment of Pain-Mentor’s First Prototype Through an Expert Study","year":2020,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Pediatric Pain Management Techniques","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bundesministerium für Bildung und Forschung","keywords":"Rating scale; Quality (philosophy); Pain management; Mobile apps; Scale (ratio); Psychology; Applied psychology; Physical therapy; Chronic pain; Social media; Medical education; Medicine; Computer science; World Wide Web","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":[0.04095398,0.0006953421,0.00110661,0.001873449,0.0008731921,0.001381016,0.0009043649,0.000962097,0.001759581],"category_scores_gemma":[0.07632522,0.0005763208,0.001573306,0.0006099752,0.0007770783,0.001237314,0.001713682,0.001127788,0.0005227448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001215663,"about_ca_system_score_gemma":0.001276622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008119572,"about_ca_topic_score_gemma":0.001647012,"domain_scores_codex":[0.9828243,0.00904024,0.001978311,0.001555434,0.003917811,0.0006839831],"domain_scores_gemma":[0.9295644,0.034489,0.007394379,0.003278715,0.02358847,0.001685089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007011985,0.02687569,0.4667007,0.003652039,0.001172798,0.001422662,0.1066451,0.002442881,0.02138614,0.0008408896,0.00782062,0.3540284],"study_design_scores_gemma":[0.002459182,0.05016628,0.8406375,0.00166022,0.001295381,0.002333362,0.04250564,0.02195769,0.01816809,0.0008830177,0.01729609,0.0006375936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878817,0.000140163,0.006075552,0.0001410646,0.00002721931,0.004102566,0.0001915381,0.000073391,0.001366861],"genre_scores_gemma":[0.9602376,0.0003068736,0.03001217,0.0002426262,0.00003601715,0.007751581,0.0003165704,0.00004923584,0.001047272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04095398,"threshold_uncertainty_score":0.2165879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1451266866597472,"score_gpt":0.4885303848449675,"score_spread":0.3434036981852203,"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."}}