{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001074007,0.001284534,0.0005986537,0.003079495,0.000403242,0.002555539,0.0006877568,0.001251382,0.02071139],"category_scores_gemma":[0.008960344,0.0003895103,0.0005046533,0.002058364,0.0001721579,0.002636294,0.0005780691,0.0008672444,0.01390972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005250431,"about_ca_system_score_gemma":0.0003951885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004648019,"about_ca_topic_score_gemma":0.007579806,"domain_scores_codex":[0.9980306,0.0004041915,0.0001429472,0.0003030441,0.001045369,0.00007398245],"domain_scores_gemma":[0.9950148,0.001605588,0.0006218273,0.0003903167,0.002174362,0.000193089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006450033,0.0006000742,0.04980332,0.001537057,0.0002219391,0.0002676162,0.0003993138,0.004215001,0.01093756,0.001435772,0.07747211,0.8524653],"study_design_scores_gemma":[0.0003031166,0.002578513,0.2795257,0.002316076,0.001173332,0.002475272,0.002270872,0.25999,0.038057,0.01040199,0.4002393,0.0006687904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4225732,0.02247488,0.2672068,0.00973564,0.001887247,0.002981533,0.02651691,0.01598587,0.2306378],"genre_scores_gemma":[0.7516803,0.005748497,0.1907108,0.001167905,0.0004664656,0.0006208054,0.009834237,0.0007269934,0.03904408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02071139,"threshold_uncertainty_score":0.06928653,"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."}}