{"id":"W4393121498","doi":"10.5267/j.ijiec.2023.12.010","title":"The consumer web-rooming on different sales models and retailing channel expansion","year":2024,"lang":"en","type":"article","venue":"International Journal of Industrial Engineering Computations","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Business; Channel (broadcasting); Marketing; Advertising; Computer science; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002694889,0.0001397841,0.0001484253,0.0004076584,0.0001420417,0.0006274183,0.0002047582,0.00004778581,0.000004041168],"category_scores_gemma":[0.0002197287,0.0001000212,0.00009251099,0.0001426119,0.00003602059,0.0004739886,0.0001066396,0.0003544131,0.0000107563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006889409,"about_ca_system_score_gemma":0.00003703887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001290286,"about_ca_topic_score_gemma":0.00001050247,"domain_scores_codex":[0.9989777,0.000008255633,0.0003905604,0.0001179327,0.0003791613,0.0001263448],"domain_scores_gemma":[0.9990858,0.0004299277,0.0001400848,0.00005799622,0.0002697758,0.0000163844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003137145,0.0002169877,0.01046371,0.0001098875,0.002158881,0.000412583,0.000710177,0.4607977,0.002913188,0.08993278,0.0038837,0.4280867],"study_design_scores_gemma":[0.0008260062,0.00002383814,0.001454437,0.0009803026,0.0001469347,0.00004747416,0.0002138988,0.9831895,0.00003295513,0.0009342704,0.01194966,0.0002007193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791098,0.001645916,0.008832389,0.004012382,0.006062157,0.0001322762,0.000006634681,0.00008764626,0.0001108002],"genre_scores_gemma":[0.9987422,0.0001211081,0.00006552117,0.0000281731,0.000988572,0.000005124817,0.000006147992,0.00002015365,0.00002303414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5223918,"threshold_uncertainty_score":0.6050209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05853691229823021,"score_gpt":0.2716703212785855,"score_spread":0.2131334089803553,"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."}}