{"id":"W4412629467","doi":"10.2196/69532","title":"Therapy Companion Mobile App for Acceptance and Commitment Therapy Exercises (ACTaide): Therapist and Client Co-Design Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Session (web analytics); Thematic analysis; Focus group; Enthusiasm; Flexibility (engineering); Psychology; Acceptance and commitment therapy; Computer science; Applied psychology; Medical education; Multimedia; Qualitative research; Medicine; World Wide Web; Intervention (counseling); Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01632249,0.0007031594,0.0009622945,0.001437492,0.001893836,0.001671455,0.00123586,0.001541104,0.007020277],"category_scores_gemma":[0.02082669,0.0005879485,0.0008258038,0.0007004447,0.001159199,0.001249517,0.001964506,0.001194517,0.001220974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00201341,"about_ca_system_score_gemma":0.004024717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008915658,"about_ca_topic_score_gemma":0.001967786,"domain_scores_codex":[0.9873515,0.009183168,0.0007657714,0.0009225525,0.001135757,0.0006412113],"domain_scores_gemma":[0.9797753,0.01335752,0.001113527,0.001147926,0.003486651,0.001118998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.007775586,0.03613061,0.03601445,0.01741469,0.0004719877,0.0049566,0.280709,0.002657043,0.02533234,0.006076061,0.0113071,0.5711545],"study_design_scores_gemma":[0.009962527,0.1186524,0.09139089,0.01286314,0.002319715,0.008786178,0.407865,0.01572716,0.04621724,0.008212771,0.2772879,0.0007150025],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9040195,0.001431721,0.04708344,0.0007636664,0.0001421545,0.03721138,0.000447565,0.000268134,0.008632435],"genre_scores_gemma":[0.8281653,0.001481202,0.07549535,0.00121148,0.00006461293,0.08452491,0.0002523275,0.0001480622,0.008656844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01632249,"threshold_uncertainty_score":0.08632255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.136696367220782,"score_gpt":0.5033814531129963,"score_spread":0.3666850858922143,"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."}}