{"id":"W4212989079","doi":"10.2196/25914","title":"Stuttering mHealth Applications: Development of A Qualitative Rubric Assessment (Preprint)","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Stuttering Research and Treatment","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"mHealth; Preprint; Rubric; Psychology; Qualitative research; Stuttering; Multimedia; Computer science; Psychological intervention; World Wide Web; Developmental psychology; Pedagogy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009936136,0.0002086876,0.0004250369,0.000126282,0.0002968748,0.00001936619,0.0001793989,0.0000738319,0.0001893188],"category_scores_gemma":[0.00002216723,0.0001912182,0.00004399351,0.0003383324,0.00009241831,0.00005360243,0.0001231568,0.0003096586,0.0001097497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002268746,"about_ca_system_score_gemma":0.0007637792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002120744,"about_ca_topic_score_gemma":0.0000198839,"domain_scores_codex":[0.9972212,0.0003890896,0.0007561122,0.0006047147,0.0003521443,0.0006767247],"domain_scores_gemma":[0.9982057,0.0002590786,0.0003044915,0.000318361,0.00008135866,0.0008309755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008949082,0.001759787,0.03325422,0.007552719,0.0003356703,0.00003383885,0.2787443,0.000005823327,0.0002138416,0.02909469,0.001660101,0.6464501],"study_design_scores_gemma":[0.004648805,0.002350224,0.9188203,0.000173314,0.00006002102,0.0000270249,0.03413513,0.0001186366,0.0001303801,0.001036706,0.03797458,0.000524878],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705136,0.00165876,0.01548839,0.005321883,0.00009840533,0.002383925,0.00004506113,0.0001277107,0.004362215],"genre_scores_gemma":[0.9840471,0.0002196636,0.0126303,0.001344301,0.0001055834,0.001515697,0.00002996442,0.00002504174,0.00008230747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8855661,"threshold_uncertainty_score":0.7797651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2381252011981062,"score_gpt":0.5429722756719887,"score_spread":0.3048470744738825,"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."}}