{"id":"W4395465189","doi":"10.18280/ijdne.190231","title":"Understanding Consumer Insights: Exploring Health Supplement Products Preferences in Malaysia","year":2024,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Diverse Scientific Research Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Malaysia Terengganu","keywords":"Marketing; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001828631,0.0001082037,0.0002077553,0.0006932666,0.0001684514,0.00009836437,0.0002605983,0.00007964462,0.00007769938],"category_scores_gemma":[0.000298624,0.00007902972,0.0000367009,0.0002813389,0.0000650802,0.0005821018,0.0001344482,0.001128341,0.00001196073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008187117,"about_ca_system_score_gemma":0.0006421001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002531515,"about_ca_topic_score_gemma":0.000131653,"domain_scores_codex":[0.9980664,0.0002637988,0.0005622614,0.0002022186,0.0006286002,0.0002767121],"domain_scores_gemma":[0.9987565,0.0005501714,0.000196242,0.00007030788,0.0003371967,0.00008956931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001756669,0.000644067,0.08800161,0.002859226,0.003621339,0.002306298,0.1228158,0.004398345,0.001895586,0.3425657,0.4002699,0.02886548],"study_design_scores_gemma":[0.008564177,0.001864025,0.03592736,0.02404818,0.0001890883,0.0003091014,0.1820702,0.08727852,0.0003600864,0.2271148,0.4306799,0.001594519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7320215,0.04805269,0.05940866,0.09871335,0.05293864,0.00287389,0.0002795152,0.000137856,0.005573923],"genre_scores_gemma":[0.9883976,0.008853327,0.00188813,0.0001951756,0.0002922516,0.00001392465,0.000009902223,0.00001003392,0.000339634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2563761,"threshold_uncertainty_score":0.4902143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2758179589566644,"score_gpt":0.4327507435722618,"score_spread":0.1569327846155975,"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."}}