{"id":"W2236018726","doi":"10.2478/gfkmir-2014-0074","title":"Preparing for the Adoption of the New Arrival","year":2009,"lang":"en","type":"article","venue":"GfK Marketing Intelligence Review","topic":"Management, Economics, and Public Policy","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Product (mathematics); Marketing; Business; Welfare; Economics","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":[0.003138903,0.00014312,0.0002444708,0.00005709266,0.0001921961,0.000145749,0.0007532587,0.00003031362,0.0001998806],"category_scores_gemma":[0.001901725,0.00009163511,0.0002434367,0.0003313527,0.00004015464,0.0003541134,0.0001573381,0.00009680424,0.00005633572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002505589,"about_ca_system_score_gemma":0.00003388812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001291369,"about_ca_topic_score_gemma":0.00003858845,"domain_scores_codex":[0.998828,0.00003152113,0.0005269719,0.0002223383,0.0001278292,0.0002633463],"domain_scores_gemma":[0.9985825,0.0002425968,0.0005782913,0.0005031826,0.00008124437,0.00001213433],"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":[0.00001845356,0.00001681419,0.0004797358,0.002336065,0.00002572982,5.225713e-8,0.00001525549,0.00009566869,0.000004252992,0.05096051,0.05983814,0.8862093],"study_design_scores_gemma":[0.00004906797,0.000005119491,0.003970244,0.001982682,0.0001324001,9.439749e-7,0.00003629957,0.003808886,0.00001248504,0.00678996,0.9830711,0.0001408517],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003396804,0.1353922,0.09544408,0.09836853,0.004031285,0.01055402,0.00001076292,0.000436746,0.6523656],"genre_scores_gemma":[0.7318239,0.1754912,0.002780923,0.07133237,0.009101001,0.0002291964,0.00003631607,0.0001042899,0.00910085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9232329,"threshold_uncertainty_score":0.3736771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03369199671273886,"score_gpt":0.2784522738924203,"score_spread":0.2447602771796815,"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."}}