{"id":"W4400103891","doi":"10.3390/curroncol31070268","title":"Nonspecific Signs and/or Symptoms of Cancer: A Retrospective, Observational Analysis from a Secondary Care, US Community Oncology Dataset","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grail","keywords":"Medicine; Cancer; Incidence (geometry); Malignancy; Observational study; Retrospective cohort study; Internal medicine; Pediatrics; Oncology; Emergency medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002511156,0.0004363444,0.000790497,0.00184252,0.001031728,0.001151806,0.001198592,0.0005329032,0.001788504],"category_scores_gemma":[0.01124689,0.0005891355,0.0009181022,0.004775503,0.0003472067,0.0006975593,0.001745898,0.001168078,0.0003790812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001897465,"about_ca_system_score_gemma":0.003721972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08746851,"about_ca_topic_score_gemma":0.1540367,"domain_scores_codex":[0.9959779,0.001012768,0.0008278455,0.001006407,0.0007557315,0.0004193247],"domain_scores_gemma":[0.9897912,0.001710776,0.004742122,0.001045975,0.001674625,0.001035336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002599611,0.00009654929,0.9914176,0.0002158377,0.0003437658,0.000120347,0.0001665243,0.00009927733,0.0001121771,0.00006742168,0.005682378,0.001418106],"study_design_scores_gemma":[0.0001338715,0.00009643774,0.9952304,0.0001738034,0.0002132435,0.0003427405,0.0004449009,0.0007019827,0.00007352342,0.00007684589,0.002494452,0.00001792923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9386886,0.001322249,0.000555194,0.0003766302,0.0000428437,0.0003356531,0.05728977,0.0000299231,0.001359063],"genre_scores_gemma":[0.9387203,0.0006537664,0.001121152,0.0006193332,0.00006593009,0.0006387818,0.05788549,0.00002552975,0.0002698261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08746851,"threshold_uncertainty_score":0.1739188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2903140635664686,"score_gpt":0.484316950242598,"score_spread":0.1940028866761294,"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."}}