{"id":"W7117694351","doi":"10.29121/granthaalayah.v13.i12.2025.6522","title":"AN AHP BASED EXPERT STUDY OF INTRINSIC PSYCHOLOGICAL DETERMINANTS OF APPAREL PURCHASES IN AN INDIAN METROPOLITAN CITY","year":2025,"lang":"","type":"article","venue":"International Journal of Research -GRANTHAALAYAH","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Heritage College","funders":"","keywords":"Analytic hierarchy process; Consistency (knowledge bases); Clothing; Perception; Personality; Ranking (information retrieval); Pairwise comparison; Metropolitan area","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005295143,0.0004378284,0.001244484,0.007297492,0.0002250174,0.0003901345,0.003126041,0.0002115391,0.0003800571],"category_scores_gemma":[0.002112157,0.0003880156,0.0003475403,0.002367438,0.001102818,0.001800048,0.0007732158,0.001283931,0.000005100038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005089529,"about_ca_system_score_gemma":0.000353382,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007219287,"about_ca_topic_score_gemma":0.009328569,"domain_scores_codex":[0.9918215,0.0008235209,0.002521252,0.0006654334,0.003417894,0.0007503844],"domain_scores_gemma":[0.9909884,0.0006979998,0.001390012,0.0006918821,0.006113718,0.0001180436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002671299,0.01279247,0.8834437,0.0001462554,0.0003342447,0.001109246,0.0007455675,0.000009701493,0.001116908,0.0001598576,0.00009728856,0.0973735],"study_design_scores_gemma":[0.006881941,0.002062014,0.9612589,0.001531958,0.0001271608,0.00001928815,0.02574817,0.0006259503,0.0008369362,0.0002950154,0.0002972778,0.000315379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995307,0.001483024,0.00004088944,0.0006754351,0.001252096,0.0008530822,0.00003682249,0.00001275373,0.0003389556],"genre_scores_gemma":[0.9991214,0.0003022754,0.0001239382,0.00006365621,0.0002848753,0.00003533664,0.000008029276,0.00003182855,0.00002868146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09705812,"threshold_uncertainty_score":0.9998572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1370459515157403,"score_gpt":0.4909349348984859,"score_spread":0.3538889833827456,"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."}}