{"id":"W4394919938","doi":"10.22214/ijraset.2024.60396","title":"Product Recommendations Using Body Measurement","year":2024,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Product (mathematics); Computer science; Mathematics; Geometry","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":[0.004881135,0.00006461469,0.00007074294,0.002750306,0.000168899,0.0002411538,0.0004522039,0.0000519792,0.00007883433],"category_scores_gemma":[0.0002875008,0.00006010193,0.00001754932,0.001148065,0.0002214303,0.0001127452,0.0001003049,0.0005182289,0.00002303468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005922542,"about_ca_system_score_gemma":0.0002278033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009176142,"about_ca_topic_score_gemma":0.000003065482,"domain_scores_codex":[0.9985011,0.00001216481,0.0001915217,0.0002784336,0.0006550519,0.0003617539],"domain_scores_gemma":[0.999282,0.00006698397,0.00001529705,0.0001078057,0.0004602812,0.00006763748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005239032,0.00007702814,0.00007399357,0.00001688598,0.00004812072,0.00005465506,0.0004977223,0.00030329,0.4087903,0.3747098,0.004342335,0.2110334],"study_design_scores_gemma":[0.001589661,0.0003660694,0.001858413,0.000557269,0.00001401136,0.00219582,0.003285783,0.1610515,0.008912919,0.08144826,0.7381677,0.0005526207],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5723199,0.003994085,0.2635171,0.1123115,0.02591141,0.002900217,0.00003228471,0.001028891,0.01798457],"genre_scores_gemma":[0.9951358,0.00005651295,0.004402116,0.00002396016,0.000202135,0.00009883811,5.830416e-7,0.000009794258,0.0000703039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7338254,"threshold_uncertainty_score":0.2454069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2716415353679161,"score_gpt":0.504045992185952,"score_spread":0.2324044568180359,"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."}}