{"id":"W2066900428","doi":"10.1509/jmr.13.0437","title":"Product Customization via Starting Solutions","year":2014,"lang":"en","type":"article","venue":"Journal of Marketing Research","topic":"Color perception and design","field":"Psychology","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Personalization; Product (mathematics); Computer science; Dilemma; Offset (computer science); Mathematics; World Wide Web","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.04717016,0.00006480086,0.0001434467,0.000447245,0.0003149725,0.00005919135,0.0002135188,0.00005600493,0.002998081],"category_scores_gemma":[0.008052248,0.00005629229,0.00007531027,0.0004364372,0.00008734612,0.0001062581,0.00005970878,0.0007069901,0.0002904663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001112501,"about_ca_system_score_gemma":0.00008917056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001973427,"about_ca_topic_score_gemma":0.000008476205,"domain_scores_codex":[0.993851,0.004448972,0.0004475866,0.0001545086,0.0006257999,0.0004721444],"domain_scores_gemma":[0.9966047,0.001954454,0.0002107571,0.0002108751,0.0008991434,0.000120089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00328596,0.0004617821,0.01904037,0.00005875179,0.00008833393,0.00002829804,0.003086266,0.000380056,0.02226164,0.0008197532,0.5485664,0.4019224],"study_design_scores_gemma":[0.003337102,0.001211926,0.5837376,0.0003193262,0.00004825043,0.0004021909,0.00489518,0.01110176,0.000262472,0.002658824,0.3915982,0.0004272216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8610203,0.0003321211,0.0253223,0.006722064,0.001231109,0.0003099593,9.416985e-7,0.00004804712,0.1050132],"genre_scores_gemma":[0.9943758,0.00001779639,0.0008083471,0.00008568979,0.0009524476,0.000004759585,6.40605e-7,0.00001530955,0.003739196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5646972,"threshold_uncertainty_score":0.9979133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1467979263148156,"score_gpt":0.4359644360736317,"score_spread":0.2891665097588161,"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."}}