{"id":"W3162006975","doi":"10.1145/3411764.3445388","title":"Understanding the Design and Effectiveness of Peripheral Breathing Guide Use During Information Work","year":2021,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Breathing; Work (physics); Task (project management); Computer science; Peripheral; Human–computer interaction; Applied psychology; Psychology; Engineering","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":[0.002399767,0.0000666767,0.0001097191,0.0001035695,0.0002152141,0.0006817479,0.000151758,0.00002612005,0.0001209225],"category_scores_gemma":[0.0005230726,0.00004004302,0.0000426518,0.0005016174,0.00004496504,0.002785564,0.0001216012,0.00005327109,0.00001103135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005919811,"about_ca_system_score_gemma":0.00002538319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001230072,"about_ca_topic_score_gemma":0.000002399299,"domain_scores_codex":[0.9987127,0.0002328378,0.0003517718,0.00008679724,0.0005165833,0.00009936412],"domain_scores_gemma":[0.9983309,0.001177061,0.0001163517,0.0001834838,0.000163601,0.0000286026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000965551,0.00009999337,0.7056533,0.0002923999,0.0002136887,0.00004082555,0.03974068,0.07119033,0.006340768,0.144702,0.008783828,0.02197659],"study_design_scores_gemma":[0.0009319854,0.00002556411,0.9556019,0.0001220261,0.00003349533,0.00002482258,0.02117455,0.01168173,0.004594486,0.003918885,0.001680246,0.0002103139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5555603,0.000009649014,0.4425593,0.0001095411,0.00006006928,0.0001166547,8.627107e-7,0.00001453066,0.001569063],"genre_scores_gemma":[0.9960639,0.000006398904,0.003062642,0.00008902771,0.000005813269,0.000005044001,0.000001948698,0.000002056777,0.0007631211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4405037,"threshold_uncertainty_score":0.657411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3853844919616564,"score_gpt":0.3966576454233769,"score_spread":0.01127315346172053,"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."}}