{"id":"W4366602365","doi":"10.1177/10482911231165975","title":"Barriers and Facilitators in the Creation of a Surveillance System for Solar Radiation-Induced Skin Cancers","year":2023,"lang":"en","type":"article","venue":"NEW SOLUTIONS A Journal of Environmental and Occupational Health Policy","topic":"Skin Protection and Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; BC Centre for Disease Control; St. Michael's Hospital; Provincial Health Services Authority; Vancouver Coastal Health Research Institute; Vancouver Coastal Health; Toronto Metropolitan University; University of Toronto; World Wildlife Fund Canada; Public Health Ontario; University of British Columbia; Alberta Health Services","funders":"","keywords":"Medicine; Stakeholder; Health surveillance; Environmental health; Medical surveillance; Stakeholder engagement; Disease surveillance; Population; Medical emergency; Disease; Public relations; Pathology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006903534,0.00006156787,0.0001571568,0.0002615511,0.000194928,0.000006187952,0.00002863334,0.00003212602,0.000007779789],"category_scores_gemma":[0.0001086004,0.00004727877,0.00004410377,0.0001945768,0.00005207654,0.00006980825,0.000009445952,0.00008910448,7.456283e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003810505,"about_ca_system_score_gemma":0.0005554221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001068832,"about_ca_topic_score_gemma":0.00006556369,"domain_scores_codex":[0.999156,0.00008081733,0.0003491732,0.00007763159,0.0001839478,0.0001524328],"domain_scores_gemma":[0.9994486,0.0001397358,0.0002113965,0.00004817263,0.00001362444,0.000138472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001834815,0.00015191,0.7049348,0.001148295,0.000229106,0.000009300888,0.01983822,0.001831734,0.006484383,0.007407484,0.004915113,0.2512148],"study_design_scores_gemma":[0.001706137,0.0003533033,0.9907604,0.00009370202,0.000009137465,0.00009832314,0.003797642,0.001078139,0.00005765227,0.0001111127,0.00189156,0.00004286615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906827,0.0006071589,0.0007141886,0.007345431,0.00007497927,0.0004231827,0.0001141138,0.000005431252,0.00003282943],"genre_scores_gemma":[0.9988165,0.0004527592,0.0001662105,0.0003699922,0.0001396493,0.00001406301,0.00001288769,0.000004416257,0.00002350892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2858256,"threshold_uncertainty_score":0.1927972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0292448184493777,"score_gpt":0.3443245115758089,"score_spread":0.3150796931264312,"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."}}