{"id":"W4415167899","doi":"10.33590/emjdermatol/xxbw5167","title":"Skin Intelligence: Advancing Cutaneous Resilience Through Biological Education, Microbial Symbiosis, and Eco-integrated Approaches","year":2025,"lang":"en","type":"article","venue":"EMJ Dermatology","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Psychological resilience; Resilience (materials science); Translational research; Optimism; Human health; Emerging technologies; Skin cancer; Microbiome","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":[0.002023802,0.0006619866,0.0005917053,0.0009073409,0.0008441737,0.003179907,0.0008898976,0.001758559,0.00654724],"category_scores_gemma":[0.001768616,0.0001687255,0.0009099538,0.0003190095,0.002273046,0.003202371,0.003618846,0.003444274,0.001291918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001087494,"about_ca_system_score_gemma":0.00265745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006905257,"about_ca_topic_score_gemma":0.001526424,"domain_scores_codex":[0.9990926,0.0004416222,0.00003884321,0.0001100318,0.0001924987,0.0001245366],"domain_scores_gemma":[0.9992393,0.0003649784,0.00005922865,0.00004970075,0.0001068223,0.0001799696],"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":[0.000191464,0.0003764644,0.001501567,0.009816946,0.0002085137,0.0006122689,0.003445246,0.0009113553,0.01745193,0.07956529,0.03601161,0.8499074],"study_design_scores_gemma":[0.00005680737,0.0005600145,0.003564972,0.009020985,0.0002273474,0.001807094,0.005360826,0.0009437114,0.007446284,0.0996347,0.8713003,0.00007708742],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02787269,0.6868687,0.06213672,0.1155293,0.009673421,0.000342928,0.0002229964,0.0008818781,0.0964714],"genre_scores_gemma":[0.2963131,0.5682993,0.06263295,0.03785861,0.003355544,0.0005397336,0.0003056568,0.0002110781,0.03048397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00654724,"threshold_uncertainty_score":0.02190268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692775639239703,"score_gpt":0.291112282117261,"score_spread":0.274184525724864,"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."}}