{"id":"W4408399820","doi":"10.1109/idciot64235.2025.10914817","title":"ProductGuard: Empowering Informed Choices for Safe Living","year":2025,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Informed consent; Medicine; Alternative medicine","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":[0.002721905,0.0005122488,0.0002147405,0.000445756,0.000706406,0.003103498,0.0009312065,0.001437865,0.03387482],"category_scores_gemma":[0.007060973,0.0002628353,0.0003236817,0.0003781334,0.001559404,0.004207489,0.005390618,0.001590394,0.005629027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003177856,"about_ca_system_score_gemma":0.001176272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004289768,"about_ca_topic_score_gemma":0.0008728573,"domain_scores_codex":[0.9984086,0.0008405161,0.0000404709,0.0001399798,0.0004745901,0.00009587298],"domain_scores_gemma":[0.9971387,0.00159511,0.0001680281,0.0005350271,0.0002559625,0.0003071711],"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":[0.0004838074,0.0002896198,0.00378206,0.0007128721,0.00005662599,0.0004128003,0.005811078,0.003106378,0.007550877,0.3192079,0.1077707,0.5508153],"study_design_scores_gemma":[0.0000932719,0.0002908008,0.001654173,0.0004122165,0.00005742624,0.0004162352,0.002052487,0.007869894,0.00881048,0.3943967,0.5838746,0.00007178533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0856987,0.003932177,0.49844,0.02089356,0.00178665,0.0003645911,0.001483101,0.007292417,0.3801089],"genre_scores_gemma":[0.5938224,0.004165251,0.2495155,0.003754799,0.0003833176,0.0005821037,0.001783204,0.001158827,0.1448347],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03387482,"threshold_uncertainty_score":0.1133226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01638443409916448,"score_gpt":0.3351006818960605,"score_spread":0.318716247796896,"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."}}