{"id":"W7125703189","doi":"10.59535/ijms.v3i2.625","title":"The Consumer Dilemma Resolved!: The Significance of Purchase Choices in Succeeding in the Wedding Organizer Services Competition","year":2025,"lang":"","type":"article","venue":"International Journal of Management Science","topic":"Consumer Behavior and Marketing Influence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Purchasing; Customer satisfaction; Service quality; Mediation; Likert scale; Service (business); Customer retention; Population; Affect (linguistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003111495,0.0002169839,0.0002962987,0.0005731076,0.001702992,0.003764961,0.0005235868,0.00101024,0.007983038],"category_scores_gemma":[0.01675604,0.0001884548,0.0004045889,0.0004645107,0.002774772,0.002091025,0.001503733,0.00183789,0.0003519085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001644793,"about_ca_system_score_gemma":0.002099015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003730878,"about_ca_topic_score_gemma":0.004716984,"domain_scores_codex":[0.9967504,0.001998526,0.00008175073,0.000196806,0.0006276759,0.0003449418],"domain_scores_gemma":[0.9879392,0.007436132,0.002229901,0.0002301687,0.0005992136,0.001565325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001776842,0.003385084,0.7813498,0.0003144068,0.0002302181,0.002903555,0.06203401,0.001405918,0.002562642,0.04321422,0.00522481,0.09559838],"study_design_scores_gemma":[0.0001529662,0.001101458,0.8194494,0.0001252911,0.0000849099,0.0009226412,0.13382,0.006491511,0.0006972196,0.02646288,0.01054631,0.0001455508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814447,0.0001182672,0.0002734658,0.001172982,0.00002497063,0.0000337259,0.00002138354,0.000003495117,0.01690709],"genre_scores_gemma":[0.9988647,0.00003695457,0.0001733752,0.0001342323,0.000008718546,0.00001037882,0.00001238057,0.000003384743,0.0007559768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007983038,"threshold_uncertainty_score":0.02670592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131169472280598,"score_gpt":0.282817958408932,"score_spread":0.2715062636861261,"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."}}