{"id":"W2087218253","doi":"10.1016/j.ejca.2009.08.009","title":"The importance of early symptom recognition in the context of early detection and cancer survival","year":2009,"lang":"en","type":"review","venue":"European Journal of Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":117,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Cancer; Psychological intervention; Context (archaeology); Categorization; Comparability; Intensive care medicine; Internal medicine; Psychiatry","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":[0.002274864,0.0002153864,0.001000469,0.0001244992,0.00005885963,0.0000315253,0.0002797041,0.0000597078,0.00002143145],"category_scores_gemma":[0.0001498619,0.0001151745,0.0003101201,0.0003445178,0.0001363522,0.0001265128,0.00002242708,0.0006830145,0.000001522407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001398578,"about_ca_system_score_gemma":0.0003699526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003659136,"about_ca_topic_score_gemma":0.0006651799,"domain_scores_codex":[0.9971764,0.0006802487,0.001207446,0.000156269,0.000585689,0.0001939441],"domain_scores_gemma":[0.9971511,0.0002048229,0.00189323,0.0002086884,0.0004706732,0.00007153253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002921031,0.00001294309,0.002641789,0.0005785071,0.0001427494,0.00007306238,0.0004435383,6.560171e-7,0.00001168568,0.000005567738,0.0001338598,0.9956635],"study_design_scores_gemma":[0.002018493,0.002653636,0.1044355,0.05792511,0.002317851,0.000455044,0.0008529078,0.000001957439,0.00005088575,0.00004972151,0.8289036,0.0003352907],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05031964,0.9477028,0.00001130005,0.0001804915,0.000351282,0.0003111753,0.00002553186,0.000002792158,0.001095038],"genre_scores_gemma":[0.1015602,0.8976721,0.00001592243,0.0001366147,0.0005297329,0.000006133073,0.000001170306,0.00002441907,0.00005369017],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9953282,"threshold_uncertainty_score":0.4696681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1463060896869412,"score_gpt":0.3844772522372561,"score_spread":0.2381711625503149,"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."}}