{"id":"W4415256717","doi":"10.1145/3757491","title":"LTJ: A Capability-based Digital Journaling Tool to Support Well-being of Newcomers in Life Transition","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Journaling file system; Transition (genetics); Qualitative research; Process (computing); Usability; Qualitative property","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":[],"consensus_categories":[],"category_scores_codex":[0.000733242,0.0001090619,0.0002450086,0.0002958721,0.0002332407,0.0001398097,0.0005841813,0.00007100695,0.00003545354],"category_scores_gemma":[0.0006232208,0.00009478143,0.0001516998,0.0003961731,0.00006489034,0.0005234097,0.00009068404,0.0002374117,0.000002373619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002700054,"about_ca_system_score_gemma":0.0001282154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001061724,"about_ca_topic_score_gemma":0.0001757908,"domain_scores_codex":[0.9986394,0.00002451799,0.0005587811,0.0002021037,0.0003241032,0.0002510832],"domain_scores_gemma":[0.9991569,0.0002006373,0.0002240354,0.0001459113,0.000201301,0.00007120697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002241447,0.00236752,0.482571,0.006332155,0.0003031067,0.000004083177,0.2516046,0.008783854,0.006308493,0.1047473,0.03204442,0.102692],"study_design_scores_gemma":[0.007965131,0.002448462,0.6701998,0.01895722,0.0002689012,0.000007516564,0.07913259,0.01133991,0.06464331,0.07917067,0.06373345,0.002133047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977477,0.000002563192,0.0002474292,0.01515214,0.0006730469,0.0003553601,0.000001770629,0.00002509545,0.006065627],"genre_scores_gemma":[0.9960312,0.000002705228,0.0005366956,0.003162673,0.0001545907,0.00001176469,0.000001177637,0.000007102552,0.00009206458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1876288,"threshold_uncertainty_score":0.3865075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03761201248398281,"score_gpt":0.3651313291322138,"score_spread":0.327519316648231,"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."}}