{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009748216,0.0001124534,0.0007001087,0.000253203,0.00001594038,0.000001457829,0.0000877368,0.0000725481,0.0004440872],"category_scores_gemma":[0.0000565089,0.00008474237,0.0001545408,0.0001412568,0.00004161131,0.00004438568,0.00001462841,0.0003285488,0.00007524068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001329845,"about_ca_system_score_gemma":0.000141415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008286915,"about_ca_topic_score_gemma":0.0001198205,"domain_scores_codex":[0.9983143,0.0001888196,0.0009514018,0.00006918258,0.0001655189,0.000310831],"domain_scores_gemma":[0.9988105,0.0000864077,0.000653829,0.0001565097,0.00007212218,0.0002205753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007384795,0.00009694049,0.9851343,0.000259019,0.00007111346,0.00008514148,0.000916357,0.0000486701,0.0002949057,0.0001986902,0.002203796,0.009952577],"study_design_scores_gemma":[0.005196883,0.006539495,0.9591978,0.001287411,0.00005219888,0.004751877,0.01662736,0.00004754549,0.0002558049,0.0005855529,0.005275654,0.0001824835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888383,0.0003881941,0.0000211737,0.009795714,0.0004541726,0.0002627122,0.00000495821,0.000006667963,0.0002281588],"genre_scores_gemma":[0.9936959,0.0001209729,0.0003775912,0.000613922,0.0001256714,6.572807e-7,0.000003276133,0.00001108959,0.005050918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02593658,"threshold_uncertainty_score":0.4862443,"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."}}