{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002423379,0.0002347931,0.0001724232,0.0009277893,0.00207155,0.004368525,0.0004300702,0.0008438419,0.002129996],"category_scores_gemma":[0.01022927,0.000213568,0.0001948973,0.001120153,0.002477682,0.002866136,0.002843661,0.0007430745,0.0004763772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007779607,"about_ca_system_score_gemma":0.0005650258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00111732,"about_ca_topic_score_gemma":0.001540381,"domain_scores_codex":[0.9921601,0.005290415,0.0003408324,0.0003688715,0.001390966,0.0004487902],"domain_scores_gemma":[0.9885541,0.007378132,0.00199532,0.0006486836,0.0007488726,0.0006748363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001940564,0.000268137,0.1883053,0.001182204,0.00009692754,0.002653655,0.4796606,0.0005189407,0.008779167,0.01570547,0.006237542,0.296398],"study_design_scores_gemma":[0.0000151985,0.0007149284,0.3142643,0.001241154,0.00007464837,0.00583995,0.4873918,0.0006482165,0.002119564,0.003011374,0.1845584,0.0001205572],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455091,0.003731547,0.002108658,0.001913234,0.00006357236,0.00004815804,0.00007912274,0.00003709144,0.04650952],"genre_scores_gemma":[0.9955648,0.001472496,0.0006486605,0.0003545293,0.00003192359,0.00002299032,0.00002470532,0.00001076542,0.001869091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004368525,"threshold_uncertainty_score":0.01281619,"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."}}