{"id":"W4404172934","doi":"10.1145/3686895","title":"Rhythm of Work: Mixed-methods Characterization of Information Workers Scheduling Preferences and Practices","year":2024,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Rhythm; Work (physics); Scheduling (production processes); Computer science; Operations management; Engineering; Medicine; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02703865,0.0004301684,0.0005106798,0.002792525,0.001156166,0.002922816,0.001264835,0.0006886439,0.001120148],"category_scores_gemma":[0.0673699,0.0003960506,0.0006990257,0.003055721,0.0009600985,0.001515174,0.001686746,0.0006651937,0.0002426558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009245503,"about_ca_system_score_gemma":0.0009940577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004185711,"about_ca_topic_score_gemma":0.007081422,"domain_scores_codex":[0.9750362,0.01962424,0.001419596,0.001685454,0.001749939,0.0004846065],"domain_scores_gemma":[0.9148592,0.06326046,0.008908944,0.007824245,0.004007676,0.001139441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009644783,0.000752835,0.8229788,0.0005685472,0.0006709507,0.0001776016,0.08962666,0.001350222,0.004160336,0.002497017,0.0008913456,0.07536132],"study_design_scores_gemma":[0.0001745561,0.001476999,0.8473147,0.0003035869,0.0002689547,0.0004636337,0.1023586,0.0280511,0.003735703,0.008993873,0.006644714,0.0002136205],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577234,0.0002588453,0.03882863,0.0001548867,0.00002448071,0.0006357191,0.0005278526,0.00004249944,0.001803756],"genre_scores_gemma":[0.9711364,0.00009404894,0.02594556,0.0001203395,0.00002311628,0.001598621,0.0005311037,0.00002499003,0.0005257333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02703865,"threshold_uncertainty_score":0.1429958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.242164067932086,"score_gpt":0.4795654477359569,"score_spread":0.2374013798038709,"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."}}