{"id":"W2309615967","doi":"10.3332/ecancer.2016.608","title":"An Association of Cancer Physicians’ strategy for improving services and outcomes for cancer patients","year":2016,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"National Institute for Health and Care Research; Cancer Research UK; Macmillan Cancer Support","keywords":"Medicine; Association (psychology); Cancer; Family medicine; 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":[0.04912234,0.0008633951,0.0007790665,0.002272287,0.005822951,0.00629294,0.002631043,0.01925972,0.0132813],"category_scores_gemma":[0.08199805,0.001179275,0.001944538,0.002257376,0.001668129,0.004548715,0.009934059,0.01855412,0.005042224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009071611,"about_ca_system_score_gemma":0.1120104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03098924,"about_ca_topic_score_gemma":0.05513851,"domain_scores_codex":[0.9652994,0.0135086,0.00208815,0.001861402,0.01220348,0.005039036],"domain_scores_gemma":[0.8620493,0.01297697,0.008065973,0.007915925,0.03463795,0.07435393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001007216,0.0004274213,0.004533602,0.0001154378,0.00007769051,0.0001205675,0.000280933,0.0002311902,0.0001901987,0.007155507,0.9348077,0.05195896],"study_design_scores_gemma":[0.0003948728,0.0003468279,0.0200331,0.0003974788,0.0000682826,0.0002432198,0.0004922672,0.000839687,0.0002393394,0.003502954,0.9733762,0.00006587146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003900626,0.002588015,0.003213955,0.951246,0.01821805,0.0004072479,0.0003108185,0.0002612898,0.01985399],"genre_scores_gemma":[0.07926987,0.006040927,0.036383,0.7635378,0.01959844,0.002138999,0.001820276,0.0002220404,0.09098867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04912234,"threshold_uncertainty_score":0.2597869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03402839972194872,"score_gpt":0.371765027519925,"score_spread":0.3377366277979763,"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."}}