{"id":"W4248251826","doi":"10.32920/ryerson.14645289.v1","title":"The uses of personal communication devices in corporate environments","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Centre for Social Innovation; York University; Brock University","funders":"","keywords":"Human multitasking; Mobile device; Work (physics); Psychology; Internet privacy; Computer science; Applied psychology; Engineering; World Wide Web","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":[0.0002914917,0.00009417891,0.0001418045,0.00003024479,0.00004611451,0.00002743482,0.0003745306,0.0001325565,0.0004901045],"category_scores_gemma":[0.000004525597,0.00007007153,0.00004622571,0.00004268275,0.000101305,0.0000233337,0.0003696035,0.0003472378,0.00002159304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000270645,"about_ca_system_score_gemma":0.00003090542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001029754,"about_ca_topic_score_gemma":0.00275305,"domain_scores_codex":[0.9992373,0.0001535635,0.0002457609,0.0001615118,0.00009688848,0.0001049956],"domain_scores_gemma":[0.9989671,0.0001064069,0.0003196182,0.0005800473,0.00001242723,0.00001445319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007245945,0.0003465279,0.9568536,0.00008888549,0.0002090079,0.000005463491,0.01183134,0.0003509791,0.000119441,0.01051686,0.0004937648,0.01911171],"study_design_scores_gemma":[0.0001909423,0.00001550458,0.9874351,0.00008613433,0.00001199155,0.000002067828,0.003089119,0.003921247,0.00002270296,0.0005493728,0.004549586,0.0001262408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864631,0.002530151,0.0000888278,0.0003370628,0.0002648098,0.0001260927,0.00001775126,0.00000542444,0.01016683],"genre_scores_gemma":[0.995358,0.001397091,0.0002782781,0.00007680346,0.00001170426,0.00003663678,0.0001013957,0.000008705219,0.002731366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03058153,"threshold_uncertainty_score":0.5366301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05787058681575889,"score_gpt":0.31295303627977,"score_spread":0.2550824494640111,"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."}}