{"id":"W7071071830","doi":"","title":"The Role of Ultraviolet Radiation in the Development of Skin Cancer and Non-Hodgkin Lymphoma in Canada","year":2020,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Skin Protection and Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Skin cancer; Melanoma; Cohort; Incidence (geometry); Basal cell carcinoma; Cancer; Ultraviolet radiation; Proportional hazards model; Cohort study","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005466705,0.0001260507,0.0002319441,0.0001565155,0.00006984167,0.000008626863,0.0001517828,0.00008290101,0.0000218504],"category_scores_gemma":[0.00001791307,0.00009895964,0.00003210633,0.0004370429,0.00002498272,0.0001122122,0.0000223893,0.000187441,3.035184e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000246319,"about_ca_system_score_gemma":0.002533766,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6730323,"about_ca_topic_score_gemma":0.5310588,"domain_scores_codex":[0.999231,0.00006854209,0.0001861592,0.0001698106,0.0002185999,0.0001258717],"domain_scores_gemma":[0.9995272,0.00009382026,0.0001936254,0.0001159945,0.00002311102,0.00004623681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003015235,0.0002259522,0.6561533,0.001238491,0.0003475209,0.000201258,0.06674968,0.00009475277,0.0007311447,0.0009191076,0.01411086,0.2562127],"study_design_scores_gemma":[0.001115928,0.00003110771,0.8692853,0.0004846649,0.00003798558,2.890046e-7,0.05225344,0.00004036876,0.03261871,0.00002526494,0.04396569,0.0001412871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881217,0.0001568785,0.00000426741,0.008259708,0.00008104855,0.0004477663,0.00001171228,0.000007749607,0.002909136],"genre_scores_gemma":[0.9966286,0.0004782022,0.0001564024,0.00008758883,0.00001750296,0.00000368631,0.000107671,0.00001261326,0.002507675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2560714,"threshold_uncertainty_score":0.4774982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00352966937224927,"score_gpt":0.1864563017111152,"score_spread":0.1829266323388659,"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."}}