{"id":"W7125977606","doi":"10.1109/ase63991.2025.00342","title":"Tether: A Personalized Support Assistant for Software Engineers with ADHD","year":2025,"lang":"","type":"article","venue":"","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Workflow; Chatbot; Software; Cognition; Task (project management); Focus (optics); Work (physics); Inclusion (mineral)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006414457,0.0008052901,0.0004122737,0.0007073827,0.0003729858,0.0008323031,0.001438902,0.000975858,0.01571778],"category_scores_gemma":[0.007443996,0.0002822926,0.000472433,0.0002304197,0.0002433238,0.001184666,0.002953249,0.0007805233,0.003936987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003030069,"about_ca_system_score_gemma":0.0007683255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005718551,"about_ca_topic_score_gemma":0.001812795,"domain_scores_codex":[0.9994372,0.0001860912,0.00004751649,0.0001380654,0.0001255475,0.00006559132],"domain_scores_gemma":[0.9974571,0.001484738,0.000184234,0.0002188911,0.0001983517,0.000456766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008896831,0.001129514,0.01117976,0.001204812,0.0000883507,0.002225403,0.004453097,0.001142547,0.02407319,0.001306913,0.07267441,0.8796323],"study_design_scores_gemma":[0.002234379,0.006740385,0.08711975,0.002802098,0.001091319,0.0224746,0.009669226,0.07724593,0.06689495,0.02031394,0.7024229,0.000990598],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3920475,0.002803045,0.3994494,0.005027889,0.0007800636,0.002093336,0.003621596,0.1620846,0.03209267],"genre_scores_gemma":[0.5986805,0.001647663,0.3495471,0.002408272,0.0002520824,0.002260647,0.002456286,0.002410652,0.04033683],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01571778,"threshold_uncertainty_score":0.05258119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03185072397755054,"score_gpt":0.329378113828933,"score_spread":0.2975273898513824,"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."}}