{"id":"W2157337937","doi":"10.2139/ssrn.1851046","title":"Clickstream Data and Inventory Management: Model and Empirical Analysis","year":2011,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Clickstream; Data science; Computer science; Econometrics; Economics; World Wide Web; The Internet","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":[0.001079202,0.0001781153,0.000210934,0.0004540141,0.000233346,0.0002230419,0.0006309816,0.00006443917,0.00008101941],"category_scores_gemma":[0.00002628263,0.0001501696,0.00004916181,0.0006207153,0.000103641,0.001702916,0.0007102177,0.0005723386,0.00002753284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005081945,"about_ca_system_score_gemma":0.00008836883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001715723,"about_ca_topic_score_gemma":0.001135736,"domain_scores_codex":[0.9980755,0.00001041762,0.0002667276,0.0004016508,0.0002182758,0.001027354],"domain_scores_gemma":[0.999283,0.000007843092,0.0001702789,0.0004497338,0.00006222871,0.00002692403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001924179,0.0003288827,0.4503758,0.0001545973,0.002822719,0.00003365276,0.0002024017,0.00007171843,0.00001517786,0.3632752,0.003344216,0.1791833],"study_design_scores_gemma":[0.001055335,0.0000466616,0.04763442,0.00005593727,0.005138017,0.0001782352,0.002443241,0.2963555,0.000005265877,0.6205393,0.02562105,0.0009270359],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8802767,0.005455474,0.08593271,0.0009292049,0.0002339113,0.0002488549,0.00001855267,0.0001256202,0.02677902],"genre_scores_gemma":[0.9939372,0.004281799,0.0003234181,0.0004802184,0.0002760594,0.000002225599,0.00005488161,0.00001802399,0.0006261738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4027414,"threshold_uncertainty_score":0.6123739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1215519486116157,"score_gpt":0.3109460807107157,"score_spread":0.1893941320990999,"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."}}