{"id":"W2123856735","doi":"","title":"Online consumer decision support","year":2005,"lang":"en","type":"article","venue":"National University of Singapore","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Decision support system; Business; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004051084,0.00003417486,0.00006663944,0.00006102311,0.0002543707,0.00001029413,0.000128068,0.00006220604,0.0005463306],"category_scores_gemma":[0.0006209619,0.00004281168,0.00004499428,0.0001388153,0.0002754104,0.0001930467,0.00002235439,0.00005581431,0.00004234016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000120258,"about_ca_system_score_gemma":0.0003443836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002178379,"about_ca_topic_score_gemma":0.001421057,"domain_scores_codex":[0.9992214,0.0000340109,0.00006528776,0.00008190291,0.000504563,0.00009283327],"domain_scores_gemma":[0.9992585,0.0002592168,0.00005814635,0.00003039327,0.0003284954,0.00006521614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001485312,0.0007916308,0.01483124,0.00001137752,0.00005186912,0.00001692795,0.02092993,0.00005738778,0.00006874601,0.1182265,0.1091918,0.735674],"study_design_scores_gemma":[0.0003097263,0.0000139542,0.01231329,0.00001997529,0.000007357577,3.981559e-7,0.006289709,0.00003441111,0.000006931978,0.002661674,0.9782683,0.00007423283],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5193587,0.0000240491,0.0001003603,0.003109094,0.0001234797,0.00005780805,0.00005948999,0.00004422085,0.4771228],"genre_scores_gemma":[0.9907106,0.0000413786,0.00406249,0.0001110927,0.0001330528,1.499155e-8,0.00002701944,0.000002242634,0.004912145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8690765,"threshold_uncertainty_score":0.5981937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02550818300282224,"score_gpt":0.2907933783053444,"score_spread":0.2652851953025221,"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."}}