{"id":"W3084307037","doi":"10.1071/hc19113","title":"Prevalence of invasive cancer in a large general practice patient population in New Zealand","year":2020,"lang":"en","type":"article","venue":"Journal of Primary Health Care","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences","funders":"University of Auckland; University of Waikato","keywords":"Medicine; Cancer; Population; General practice; Family medicine; MEDLINE; Environmental health; Political science; Internal medicine","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":[0.0006934587,0.0002141798,0.0003981848,0.001058797,0.0004829715,0.0009394581,0.0006499354,0.0003248227,0.002843695],"category_scores_gemma":[0.003414406,0.000294071,0.0004153884,0.001894168,0.0006113085,0.0006459361,0.0007891189,0.0004792326,0.0002490406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002548019,"about_ca_system_score_gemma":0.001924263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3916605,"about_ca_topic_score_gemma":0.3837046,"domain_scores_codex":[0.9991554,0.0001095059,0.0001367839,0.0002090158,0.0002672267,0.0001221074],"domain_scores_gemma":[0.997924,0.0002105332,0.001179579,0.0000735931,0.0002809727,0.0003312819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002509719,0.00001466483,0.9937271,0.0001623392,0.00006366976,0.00020434,0.001063566,0.00002904408,0.0004632449,0.00002866243,0.0005490027,0.003669371],"study_design_scores_gemma":[0.000005063261,0.00002295006,0.9985323,0.00004220895,0.00001163068,0.0002089691,0.0007175851,0.00003863196,0.00001544257,0.00001245859,0.0003892622,0.000003596836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939471,0.0008773321,0.0001249698,0.0005976238,0.0000130746,0.00008361319,0.002496087,0.00001074037,0.001849529],"genre_scores_gemma":[0.9975816,0.0008545442,0.0002558155,0.0001623025,0.00001499081,0.00005446407,0.0008491021,0.000002912279,0.0002242504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3916605,"threshold_uncertainty_score":0.7787615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04738620644497685,"score_gpt":0.3750442076715954,"score_spread":0.3276580012266185,"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."}}