{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002159508,0.00009117903,0.0000991879,0.0003576301,0.0001557072,0.0001161262,0.0005751294,0.00005879975,0.00002585595],"category_scores_gemma":[0.0005388084,0.00008270282,0.00003193941,0.0005619521,0.00003304877,0.0008862453,0.0002589072,0.0001185302,0.00003072118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008163296,"about_ca_system_score_gemma":0.00009011594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009959979,"about_ca_topic_score_gemma":0.00004147877,"domain_scores_codex":[0.9992417,0.000008198042,0.0002061917,0.0002654392,0.00007352454,0.0002049575],"domain_scores_gemma":[0.9991349,0.0002110329,0.00007210389,0.0003784866,0.000193766,0.000009739726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005990935,0.00003954179,0.00129962,0.00007226899,0.00004828037,6.542463e-7,0.0006804968,0.00001351153,0.007925939,0.919506,0.01069661,0.05971106],"study_design_scores_gemma":[0.0006214448,0.000259851,0.02252586,0.0004169525,0.00001279168,0.000015798,0.0005636141,0.02533422,0.3041334,0.02435123,0.6211659,0.000598994],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03104473,0.00002353459,0.8778568,0.00296795,0.00140639,0.0003843415,3.452375e-7,0.0005582389,0.08575769],"genre_scores_gemma":[0.8753912,0.000002504725,0.103399,0.001122886,0.00007031457,0.0001316386,0.000001168493,0.00000566536,0.01987555],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8951548,"threshold_uncertainty_score":0.3372523,"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."}}