{"id":"W7084063661","doi":"10.6084/m9.figshare.c.8002351.v1","title":"Increased skin autofluorescence predicts future cancer development","year":2025,"lang":"en","type":"other","venue":"Figshare","topic":"Polysaccharides and Plant Cell Walls","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Cancer; Incidence (geometry); Cohort; Proportional hazards model; Confounding; Skin cancer; Disease; Cancer incidence","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":[0.0007864985,0.0002829236,0.0002598931,0.0006277047,0.0002753153,0.0007534763,0.0003359283,0.000469835,0.00400188],"category_scores_gemma":[0.002884259,0.0003120054,0.0007710265,0.0007834022,0.0001765838,0.0004333113,0.0004073503,0.0007991293,0.0004956151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002591948,"about_ca_system_score_gemma":0.0002181226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006443229,"about_ca_topic_score_gemma":0.005515189,"domain_scores_codex":[0.9996055,0.0001033537,0.0000328258,0.0001199476,0.00006762165,0.00007091332],"domain_scores_gemma":[0.9975806,0.0004823225,0.001099096,0.0002148931,0.0003139468,0.0003090385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001189369,0.00002011657,0.998547,0.00001228632,0.00005568998,0.00002234562,0.000009988501,0.00005419321,0.0001283511,0.000008927127,0.0001322416,0.0008898572],"study_design_scores_gemma":[0.000004727108,0.00005405087,0.9988397,0.000007428661,0.00005660174,0.0001340536,0.00003722835,0.0005325013,0.0001000124,0.00002879293,0.0002014708,0.000003391211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952621,0.001353063,0.000370509,0.0001077308,0.00002485155,0.00001543027,0.001503741,0.00002071237,0.001341883],"genre_scores_gemma":[0.9985749,0.00018005,0.0001411703,0.00002077323,0.00001631225,0.000006468367,0.0005587472,0.000003664308,0.0004979941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006443229,"threshold_uncertainty_score":0.01338762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01710554507663237,"score_gpt":0.2138827006066092,"score_spread":0.1967771555299768,"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."}}