{"id":"W7009666592","doi":"","title":"Environmental triggers of inflammatory skin disease","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Orthoptera Research and Taxonomy","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jewish General Hospital; Canadian Institutes of Health Research; National Scleroderma Foundation; Actelion Pharmaceuticals; Canadian Dermatology Foundation","keywords":"Disease; Inflammation; Immune system; Cytokine; Proinflammatory cytokine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003866167,0.0004865048,0.0005135247,0.0001005328,0.0005793027,0.00005233507,0.000665573,0.000396752,0.00148289],"category_scores_gemma":[0.0002190214,0.0002501137,0.0005315282,0.0003424209,0.00007481019,0.0003581327,0.000148151,0.0007500347,0.0001563425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002368866,"about_ca_system_score_gemma":0.00003933427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001613179,"about_ca_topic_score_gemma":0.001205642,"domain_scores_codex":[0.9969901,0.0002685484,0.000654073,0.0007652941,0.0007356743,0.0005863015],"domain_scores_gemma":[0.9985521,0.0002739237,0.0003717161,0.0002201046,0.00007425141,0.000507913],"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":[0.0005871879,0.000332724,0.001169288,0.0002430188,0.0001394248,0.00006036616,0.000001520087,0.000002722927,0.1073415,0.002562059,0.000009204021,0.887551],"study_design_scores_gemma":[0.001164185,0.0004693682,0.2315107,0.0007009716,0.0002717965,0.000003537545,0.0005546434,0.000007473701,0.1984136,0.00539133,0.5598472,0.001665195],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578851,0.0004637692,2.575833e-9,0.00001786863,0.0003502035,0.0006410774,0.003468524,0.00006879687,0.03710462],"genre_scores_gemma":[0.9874513,0.0004736635,0.00002661264,0.00005867464,0.00006043667,0.0001341407,0.002412163,0.000006184811,0.0093768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8858858,"threshold_uncertainty_score":0.9999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01231101853053132,"score_gpt":0.2074692121158687,"score_spread":0.1951581935853374,"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."}}