{"id":"W7117884545","doi":"10.1109/icicnis66685.2025.11315693","title":"CuraSense: AI-Powered Mobile Application for Personalized Skincare Recommendations","year":2025,"lang":"","type":"article","venue":"","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Product (mathematics); Mobile device; Mobile apps; New product development","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":[0.0002450735,0.001398444,0.0006837643,0.0009223397,0.0003107343,0.0007200368,0.0012387,0.001001318,0.02529184],"category_scores_gemma":[0.001393814,0.0002950544,0.0004255457,0.0004184326,0.0001298026,0.0008860699,0.001279376,0.0006412156,0.01143881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002088104,"about_ca_system_score_gemma":0.0002474791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001569616,"about_ca_topic_score_gemma":0.002479802,"domain_scores_codex":[0.9997383,0.00003456172,0.00001973808,0.00005591296,0.0001195759,0.00003191085],"domain_scores_gemma":[0.9995428,0.0001716857,0.00003638607,0.00005520546,0.0001175191,0.00007652469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002069158,0.0006990877,0.005860701,0.001786181,0.0002171744,0.002424124,0.0007954761,0.00208297,0.06204724,0.002646341,0.3858459,0.5335258],"study_design_scores_gemma":[0.0007080316,0.001049277,0.02281169,0.0005898188,0.000382456,0.005241843,0.0005790337,0.1328976,0.06433643,0.008427422,0.7625012,0.0004751387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.06571097,0.007581993,0.3362162,0.00200359,0.001114717,0.002906763,0.01943956,0.4643782,0.100648],"genre_scores_gemma":[0.5689055,0.005876665,0.2334657,0.005745735,0.0007525116,0.002646776,0.02674113,0.01027813,0.1455879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02529184,"threshold_uncertainty_score":0.08460963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01126880199697264,"score_gpt":0.3294091428376478,"score_spread":0.3181403408406752,"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."}}