{"id":"W2034726829","doi":"10.1145/2212776.2223716","title":"The routines and social behaviours of frequent mcommerce shoppers","year":2012,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Purchasing; Computer science; Variety (cybernetics); Mobile device; Mobile computing; Space (punctuation); Human–computer interaction; Internet privacy; World Wide Web; Business; Marketing; Telecommunications; Artificial intelligence","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":[0.0004085986,0.0001581048,0.0002106441,0.001078005,0.0007379091,0.0009070413,0.0002403535,0.0004642332,0.001178446],"category_scores_gemma":[0.003382459,0.0002659735,0.0001552553,0.0004872476,0.0004908789,0.0006339882,0.0005562243,0.0003740583,0.0002176216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003069642,"about_ca_system_score_gemma":0.0001963249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003760816,"about_ca_topic_score_gemma":0.008112119,"domain_scores_codex":[0.9995872,0.0001762129,0.00004123623,0.00006259529,0.00006903108,0.00006371231],"domain_scores_gemma":[0.9981413,0.0005469973,0.0006623238,0.0001414515,0.0001532023,0.0003546623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003420927,0.0003954501,0.908415,0.000092981,0.00005504226,0.0007412088,0.05262518,0.00008399092,0.005814847,0.0002470335,0.0003430282,0.03084402],"study_design_scores_gemma":[0.000005358166,0.0001922195,0.9806057,0.00001444972,0.000008532361,0.0006201892,0.01720396,0.000175596,0.0001709389,0.0001215841,0.000863174,0.00001828915],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999255,0.00005389054,0.00006667559,0.00003201797,0.000001497582,0.000006599158,0.00002628625,0.000001846275,0.0005562051],"genre_scores_gemma":[0.9992859,0.00007771705,0.0001931759,0.00002905187,0.000004363564,0.0000111646,0.00004760994,0.000001634955,0.0003493467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003760816,"threshold_uncertainty_score":0.00747782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3495410558326967,"score_gpt":0.460628079951323,"score_spread":0.1110870241186263,"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."}}