{"id":"W4400442259","doi":"10.5465/amproc.2024.16817abstract","title":"Costly Task Takeovers in Human Performance","year":2024,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Task (project management); Computer science; Business; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009409484,0.0001665982,0.0001711804,0.0006127984,0.00007095648,0.00005015498,0.0003027595,0.0001264443,0.001179143],"category_scores_gemma":[0.000003712647,0.0001666161,0.00004776595,0.0005655815,0.00006748787,0.0003966835,0.0000815049,0.0003206278,0.0004189372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008141289,"about_ca_system_score_gemma":0.000005764589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004107349,"about_ca_topic_score_gemma":2.970698e-7,"domain_scores_codex":[0.9984704,0.000009016472,0.0004270074,0.0003779598,0.0003757202,0.0003398854],"domain_scores_gemma":[0.999786,0.00001616693,0.00008840161,0.00005232643,0.00001672235,0.00004043422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002008883,0.0002277301,0.1128332,0.00326352,0.0005115105,0.00001821529,0.02580553,0.00004756882,0.002762049,0.3418962,0.1739272,0.3385064],"study_design_scores_gemma":[0.001025753,0.0001229588,0.6545752,0.0006330086,0.00007082982,0.000004803494,0.001457086,0.0009735101,0.0009514567,0.001526606,0.3382839,0.0003748318],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7928784,0.0002323754,0.000006227624,0.0004399209,0.0001368981,0.000365201,0.000001027658,0.00009870966,0.2058412],"genre_scores_gemma":[0.9819733,0.0001348008,0.0001272453,0.0002750039,0.0001051555,0.0001099996,0.000008366466,0.0000248859,0.01724126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.541742,"threshold_uncertainty_score":0.9997339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04049735670747705,"score_gpt":0.3447192891261774,"score_spread":0.3042219324187003,"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."}}