{"id":"W3018863902","doi":"10.4236/abcr.2020.92004","title":"Information Needs of Breast Cancer Patients at Cancer Diseases Hospital, Lusaka, Zambia","year":2020,"lang":"en","type":"article","venue":"Advances in Breast Cancer Research","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Direktoratet for Utviklingssamarbeid","keywords":"Breast cancer; Medicine; Information needs; Logistic regression; Cancer; Family medicine; Schedule; Descriptive statistics; Environmental health; Internal medicine; Statistics","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":[0.0002390977,0.0002899679,0.0005776144,0.0003731411,0.0001827266,0.0000458672,0.0004361486,0.0001248397,0.001559505],"category_scores_gemma":[0.0001149191,0.0002606836,0.0001324565,0.002202312,0.000417241,0.001862164,0.000352834,0.0005530785,0.00005465162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001389489,"about_ca_system_score_gemma":0.0007852271,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0115664,"about_ca_topic_score_gemma":0.0008695659,"domain_scores_codex":[0.9962839,0.0001042682,0.0006712712,0.0002993018,0.001764713,0.0008765183],"domain_scores_gemma":[0.9974226,0.00009160446,0.0002486905,0.0003412624,0.001359105,0.0005366851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002893501,0.0001552201,0.9037476,0.0006541459,0.00005580792,0.000007657444,0.002384374,0.0008010514,0.0002134699,0.00005065408,0.007556583,0.08147998],"study_design_scores_gemma":[0.003211915,0.0003611004,0.9675149,0.001498095,0.00006589709,0.00001089666,0.00197286,0.0003231207,0.0004638732,0.00005872933,0.02417685,0.0003417341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625305,0.01486417,0.00001492231,0.01761611,0.0004128393,0.001019989,0.002596932,0.00005969154,0.0008848875],"genre_scores_gemma":[0.9802263,0.01676048,0.00002620385,0.001713433,0.0004559102,0.000583292,0.0001126744,0.00003427089,0.00008742967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08113825,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04098241058648768,"score_gpt":0.394908096536516,"score_spread":0.3539256859500283,"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."}}