{"id":"W2031308176","doi":"10.1023/b:qmec.0000003333.38298.ed","title":"Advertising Spending and Quality for Services: The Role of Capacity","year":2003,"lang":"en","type":"article","venue":"Quantitative Marketing and Economics","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"University of Alberta; Washington University in St. Louis","keywords":"Quality (philosophy); Advertising; Business; Marketing; Key (lock); Sample (material); Dual (grammatical number); Relation (database); Economics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00284407,0.0001194277,0.000206192,0.00007010903,0.0003011208,0.000157471,0.00007343446,0.00003396088,0.0000209152],"category_scores_gemma":[0.0003728914,0.0001019308,0.00004694606,0.00006901185,0.00009176014,0.0003702535,0.00005902354,0.00006822602,0.000001346697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009451842,"about_ca_system_score_gemma":0.000006013997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006179442,"about_ca_topic_score_gemma":0.0003802928,"domain_scores_codex":[0.9992371,0.0000627874,0.0002845849,0.0002093035,0.0000338785,0.000172379],"domain_scores_gemma":[0.9985613,0.000999725,0.0002662392,0.0001089805,0.0000534688,0.00001027394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001568755,0.00001586675,0.8205984,0.0005339806,0.00003854702,8.682427e-8,0.0005256456,0.00001159621,0.0006511596,0.1579976,0.000004448874,0.01946575],"study_design_scores_gemma":[0.001321321,0.00002602938,0.8711818,0.0003020908,0.0002481731,0.000004727692,0.02744794,0.02233731,0.0006534455,0.03041582,0.04539691,0.0006644088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867865,0.0005383408,0.0001377022,0.00004719586,0.0001013522,0.000177071,0.000007259962,0.00001561185,0.01218895],"genre_scores_gemma":[0.9983677,0.00007652501,0.001376037,0.00009376875,0.00003889214,0.000007516946,0.000003642177,0.00001348748,0.00002239631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1275818,"threshold_uncertainty_score":0.4156619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04673987356772544,"score_gpt":0.268706244213547,"score_spread":0.2219663706458216,"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."}}