{"id":"W4415280857","doi":"10.1111/jocd.70479","title":"Driving the Consumer Adoption of Halal Cosmetics: A Systematic Review Using PRISMA and TCCM Framework","year":2025,"lang":"en","type":"review","venue":"Journal of Cosmetic Dermatology","topic":"Halal products and consumer behavior","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Conceptual framework; Consumption (sociology); Conceptual model; Consumer behaviour; Systematic review","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":[0.002614072,0.0003119205,0.003829051,0.00032174,0.0002700091,0.00007376858,0.0006972697,0.0003992806,0.00003780692],"category_scores_gemma":[0.004985787,0.0001929695,0.0005471699,0.0006405258,0.0006812781,0.0001070433,0.0001251128,0.0008505799,0.000006638686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009527097,"about_ca_system_score_gemma":0.001514587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001310095,"about_ca_topic_score_gemma":0.000007516636,"domain_scores_codex":[0.9934618,0.003068398,0.002381574,0.0002166407,0.0005437287,0.000327829],"domain_scores_gemma":[0.9928076,0.002647805,0.003379578,0.0004309573,0.0006002922,0.0001337687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002504909,0.00007584506,0.00006370418,0.8859896,0.0005078607,0.00008605263,0.0009534971,1.174999e-7,2.394696e-7,0.004167849,0.0005087763,0.1076439],"study_design_scores_gemma":[0.00009882145,0.00002647504,0.000003501786,0.7887145,0.01638119,0.002222993,0.0006533253,0.000002327732,3.760327e-7,0.0005901197,0.1910823,0.0002241306],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008709597,0.9956676,0.00063185,0.0006825099,0.0008592476,0.001927647,0.000003961316,0.00000810031,0.0001319573],"genre_scores_gemma":[0.0004856317,0.9978358,0.001330829,0.000139706,0.00007742202,0.00003250937,0.000001077237,0.00001929638,0.00007775651],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1905735,"threshold_uncertainty_score":0.7869068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05014782389278324,"score_gpt":0.3987252268336074,"score_spread":0.3485774029408242,"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."}}