{"id":"W4394873324","doi":"10.1080/10400435.2024.2337857","title":"Health App Review Tool (HART): Content validation through expert panel review","year":2024,"lang":"en","type":"article","venue":"Assistive Technology","topic":"Health Education and Validation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre for Interdisciplinary Research in Rehabilitation","funders":"","keywords":"Content validity; Health care; Computer science; Content analysis; Psychology; Psychometrics; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00164677,0.0001295731,0.0003708476,0.0001115722,0.0003772222,0.00003880828,0.0002209667,0.0001438785,0.0008979439],"category_scores_gemma":[0.00146114,0.0001166832,0.00007919216,0.001142035,0.0002001394,0.0002506842,0.00003319596,0.0002140521,0.00106955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004901508,"about_ca_system_score_gemma":0.001060361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00081745,"about_ca_topic_score_gemma":0.00009229549,"domain_scores_codex":[0.9980323,0.0004171547,0.0005269006,0.0003790375,0.0002844073,0.0003602531],"domain_scores_gemma":[0.9990793,0.0001573224,0.0001755639,0.0002825863,0.0002246808,0.00008053385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001242054,0.00005556147,0.0003010886,0.00284313,0.0000191325,0.000002232016,0.0006495225,1.340767e-8,0.00001654098,0.1723097,0.3940953,0.4297065],"study_design_scores_gemma":[0.00004924996,0.00004390843,0.0005553023,0.008443003,0.00001905918,0.000004735336,0.0006340678,0.000001564643,0.0000528126,0.0008001305,0.989275,0.0001211482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0002462296,0.3694164,0.00295688,0.6154282,0.001063126,0.001521883,0.000009966558,0.0008789579,0.008478343],"genre_scores_gemma":[0.03407154,0.9174202,0.001571975,0.04220883,0.0002883912,0.0008119972,0.0001140112,0.00002281635,0.003490207],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5951797,"threshold_uncertainty_score":0.9997082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2687437620658097,"score_gpt":0.4885633471101065,"score_spread":0.2198195850442968,"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."}}