{"id":"W4249107444","doi":"10.1504/ijmc.2017.082534","title":"Are Smartphones helpful? An empirical investigation of the role of Smartphones in users' role performance","year":2017,"lang":"en","type":"article","venue":"International Journal of Mobile Communications","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Interpersonal communication; Survey data collection; Resource (disambiguation); Empirical research; Knowledge management; Psychology; Business; Computer science; Social psychology","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":[0.003655292,0.0002371595,0.0002265469,0.001103071,0.0008620548,0.001982923,0.0003840685,0.0007369888,0.002651369],"category_scores_gemma":[0.0327486,0.000225669,0.0002637237,0.0008036489,0.001218579,0.001602498,0.001129289,0.0007631763,0.0003757385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004487684,"about_ca_system_score_gemma":0.001021701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003023768,"about_ca_topic_score_gemma":0.005413682,"domain_scores_codex":[0.9974312,0.001511555,0.0001722956,0.0001246566,0.0004691596,0.0002911416],"domain_scores_gemma":[0.93884,0.0419642,0.01242385,0.0009514929,0.002942365,0.002878144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002927014,0.0004040053,0.916649,0.0002904986,0.00007497168,0.0004187587,0.03615272,0.00008667258,0.001031731,0.0006297791,0.0005378976,0.04343133],"study_design_scores_gemma":[0.00001416799,0.000291826,0.9235946,0.0002089195,0.00006437799,0.0003433714,0.0726586,0.0003269418,0.0002556727,0.000215821,0.002006507,0.0000192481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970514,0.0003414453,0.00006877858,0.0004937958,0.000007828053,0.000007582174,0.00003124256,0.000002090837,0.001995756],"genre_scores_gemma":[0.9994399,0.0002529449,0.00009326736,0.00004905559,0.000007973979,0.000004606437,0.00001381133,9.91903e-7,0.000137328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003655292,"threshold_uncertainty_score":0.01933122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1314594856443427,"score_gpt":0.424097420772734,"score_spread":0.2926379351283913,"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."}}