{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003957781,0.0001282923,0.0003282911,0.00004721219,0.0001198216,0.00001996244,0.0001726286,0.00008481558,0.00003597562],"category_scores_gemma":[0.0002102528,0.00008315239,0.00006722002,0.0001499966,0.0001506806,0.0003916926,0.0000237576,0.00004710912,3.698775e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003049611,"about_ca_system_score_gemma":0.0003369085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001304957,"about_ca_topic_score_gemma":0.001715553,"domain_scores_codex":[0.9984251,0.00001444418,0.0002949612,0.0003739331,0.0005092361,0.0003823125],"domain_scores_gemma":[0.9987191,0.0001858983,0.0003317222,0.0001462501,0.0004613701,0.000155639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009784101,0.00004940229,0.6864245,0.0002167003,0.0000229055,1.256228e-7,0.0001694039,0.000008169479,0.01378044,0.0001062984,0.0002017516,0.2989224],"study_design_scores_gemma":[0.00312586,0.000854474,0.9809084,0.000659507,0.0001423791,2.1633e-7,0.0002086314,0.001929076,0.009422905,0.0004560192,0.002100924,0.0001916077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936697,0.000459448,0.002070788,0.002302285,0.0004110367,0.0006728607,0.0003300873,0.0000272361,0.00005659051],"genre_scores_gemma":[0.9969957,0.0002105156,0.0006509097,0.001238552,0.000249479,0.0003540756,0.000006342653,0.00001180756,0.0002825565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2987309,"threshold_uncertainty_score":0.3390856,"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."}}