{"id":"W7070295766","doi":"","title":"Occupational Solar Ultraviolet Radiation and Breast Cancer Risk","year":2022,"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":"Breast cancer; Population; Risk factors for breast cancer; Cancer; Dysgeusia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004026005,0.0001649732,0.0001659815,0.0005889154,0.0003955516,0.0005711053,0.0003447874,0.0002042676,0.004859455],"category_scores_gemma":[0.00136106,0.00009425602,0.0002983931,0.001130124,0.0002082654,0.0001063821,0.0002573944,0.0003131886,0.0003752724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001296637,"about_ca_system_score_gemma":0.001873381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1870876,"about_ca_topic_score_gemma":0.163416,"domain_scores_codex":[0.9997004,0.00004563415,0.0000164777,0.00005151505,0.0001190055,0.00006697156],"domain_scores_gemma":[0.9992724,0.0001337205,0.000262223,0.0000396709,0.0001761511,0.0001157791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001192309,0.00003802003,0.9879475,0.0001440754,0.0001755475,0.00005590032,0.00006999505,0.0001511171,0.0002103452,0.0001041714,0.0008785318,0.01010554],"study_design_scores_gemma":[0.000006743488,0.00002994025,0.9969716,0.00006485765,0.00007812552,0.0001750831,0.00006682188,0.0001308738,0.0001026127,0.0001268194,0.002244071,0.000002479497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698879,0.01331768,0.0003591298,0.0008401231,0.00004282617,0.00004091427,0.00515145,0.00004769147,0.01031237],"genre_scores_gemma":[0.9930269,0.003881509,0.0002587876,0.00007217144,0.00002589265,0.0000147851,0.001382827,0.000005469345,0.001331573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1870876,"threshold_uncertainty_score":0.3719972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004653111445625912,"score_gpt":0.2154095775538131,"score_spread":0.2107564661081872,"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."}}