{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004153455,0.0002331322,0.0002742111,0.0004385113,0.000422695,0.0000433666,0.0001056622,0.0002063339,0.005051947],"category_scores_gemma":[0.00001576033,0.0002697392,0.0001191717,0.0003904529,0.00003478653,0.0005367042,0.00004533636,0.00069445,0.00001353224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001760606,"about_ca_system_score_gemma":0.0005025786,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007811995,"about_ca_topic_score_gemma":0.00005592138,"domain_scores_codex":[0.9988309,0.0001169316,0.0001229751,0.0004241143,0.0003115717,0.0001935336],"domain_scores_gemma":[0.9993024,0.0000506424,0.0002449223,0.0001813103,0.00005017922,0.000170558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003931697,0.0003076073,0.6173781,0.0005760379,0.000783104,0.000364001,0.002895969,0.00008821663,0.00008395835,0.00076239,0.312644,0.0601849],"study_design_scores_gemma":[0.001396751,0.00007630206,0.8334537,0.0001869153,0.0003819502,0.000006239826,0.003341178,0.00004097104,0.0006562249,0.00004169281,0.1600545,0.0003635515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9451376,0.0003799375,0.0001888185,0.03620116,0.001396046,0.001464594,0.001859082,0.0006912881,0.01268144],"genre_scores_gemma":[0.4669956,0.007751759,0.0008683808,0.0007817904,0.0006095468,0.00001760859,0.008884755,0.000143337,0.5139472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5012658,"threshold_uncertainty_score":0.9999755,"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."}}