{"id":"W2966606678","doi":"10.1111/ajr.12545","title":"Epidemiology of melanoma in rural southern Queensland","year":2019,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Miller Group (Canada)","funders":"","keywords":"Medicine; Epidemiology; Melanoma; Audit; Rural area; Rural community; Primary care; Metropolitan area; Cancer registry; Family medicine; Demography; Pathology","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":[0.0003929565,0.0001030503,0.0001361805,0.001284158,0.0004501879,0.0003869497,0.0002231645,0.0001783905,0.00131696],"category_scores_gemma":[0.001030611,0.0001930704,0.0001137455,0.001048794,0.0004693278,0.0002138072,0.0005417345,0.0001564062,0.00008312551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007049318,"about_ca_system_score_gemma":0.000703444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04927875,"about_ca_topic_score_gemma":0.05116935,"domain_scores_codex":[0.9994383,0.000167586,0.00003132521,0.0001119212,0.0001509931,0.00009986664],"domain_scores_gemma":[0.9988689,0.00008988707,0.0007192516,0.00002505949,0.0001268651,0.0001700859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003199686,0.00002277254,0.9943727,0.00005236318,0.00001355229,0.000292103,0.000894638,0.00008303794,0.0009209499,0.00004425068,0.0001216821,0.00314997],"study_design_scores_gemma":[0.000002503557,0.00004166265,0.999135,0.00001141191,0.000001984481,0.0002763716,0.0003019313,0.00002840422,0.00001311222,0.00001307965,0.0001733383,0.000001333626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990306,0.0004303968,0.0000558124,0.00007280678,0.000001570894,0.00001221667,0.00009623648,0.00000317902,0.0002971427],"genre_scores_gemma":[0.9995645,0.0001711323,0.00005664615,0.0000181945,0.000003254937,0.000007478751,0.00004445297,5.441792e-7,0.0001339444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04927875,"threshold_uncertainty_score":0.09798384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03400099901948538,"score_gpt":0.3321107002349572,"score_spread":0.2981097012154718,"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."}}