{"id":"W2170180570","doi":"10.1109/icmb.2009.9","title":"Mobile Task Characteristics and the Needs for Mobile Work Support: A Comparison between Mobile Knowledge Workers and Field Workers","year":2009,"lang":"en","type":"article","venue":"","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mobile business development; Mobile computing; Mobile technology; Computer science; Mobile Web; Work (physics); Mobile payment; Mobile device; Mobile telephony; Mobile station; Task (project management); Field (mathematics); Human–computer interaction; Multimedia; Mobile radio; Telecommunications; World Wide Web; Engineering; Systems 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":[0.001239234,0.0001622683,0.0003197278,0.001434683,0.0007173322,0.001227721,0.0002857036,0.0006934052,0.002605328],"category_scores_gemma":[0.011154,0.0002099241,0.0002812615,0.0007164447,0.0004796862,0.001038392,0.0007905749,0.0004234413,0.000371118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003921603,"about_ca_system_score_gemma":0.0005134451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00389977,"about_ca_topic_score_gemma":0.0043284,"domain_scores_codex":[0.9992925,0.000223707,0.00006458466,0.00007850353,0.0001837286,0.0001569773],"domain_scores_gemma":[0.9927556,0.003636398,0.001444927,0.0001703937,0.0008685759,0.001124163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003303371,0.0004617551,0.9628903,0.00007735534,0.0000309868,0.000242541,0.02076226,0.00007506194,0.0008622871,0.000119389,0.0002008704,0.01394682],"study_design_scores_gemma":[0.00002939049,0.0007109537,0.9430288,0.00003876868,0.00001843323,0.0003807316,0.05434495,0.0004630168,0.0001281428,0.0001652269,0.0006724194,0.00001929687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995516,0.00005260724,0.00003445776,0.00003703038,0.000001898109,0.000007552565,0.00001689984,5.222403e-7,0.0002973553],"genre_scores_gemma":[0.9996229,0.00005163732,0.00003866737,0.00001614687,0.000003268326,0.00001289294,0.00002632674,8.116627e-7,0.0002274006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00389977,"threshold_uncertainty_score":0.008715689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06027703659694163,"score_gpt":0.3772305417819068,"score_spread":0.3169535051849652,"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."}}