{"id":"W4283586932","doi":"10.7573/dic.2022-2-3","title":"Tackling the clinical complexity of breast cancer","year":2022,"lang":"en","type":"article","venue":"Drugs in Context","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Breast cancer; Disease; Medicine; Socioeconomic status; Cancer; Complex disease; Intensive care medicine; Internal medicine; Environmental health","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":[0.000275158,0.00007750862,0.0001480769,0.00001374169,0.0001098454,0.000003135024,0.0001930351,0.00002518618,0.0001183439],"category_scores_gemma":[0.00001740372,0.00005966667,0.00008244444,0.00007670147,0.0002557884,0.000001072229,0.0002959987,0.0001170517,0.000001505729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003236082,"about_ca_system_score_gemma":0.00007348716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008914367,"about_ca_topic_score_gemma":0.0008352366,"domain_scores_codex":[0.9992223,0.0001347502,0.0002183041,0.0001926387,0.0001063121,0.0001256569],"domain_scores_gemma":[0.9995861,0.00004118545,0.00008884655,0.0002273954,0.00003886395,0.00001762929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001125927,0.0006893355,0.8242458,0.00002890692,0.0004942638,0.000005089816,0.00281328,0.0004149654,0.003324027,0.002295872,0.0117943,0.1527682],"study_design_scores_gemma":[0.003306933,0.0001526978,0.9209502,0.00002856002,0.00005642188,0.00002736055,0.00695076,0.0001136724,0.003104114,0.0005085604,0.06451302,0.0002876824],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931688,0.002164839,0.00001083566,0.003183232,0.0003304317,0.0001310221,0.0002684603,0.000004233304,0.0007381397],"genre_scores_gemma":[0.9987105,0.0001599228,0.00002546883,0.0007356259,0.0001355521,0.00009644385,0.00002149923,0.000008643132,0.0001063315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1524805,"threshold_uncertainty_score":0.2433136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04079717724882481,"score_gpt":0.3407273539692053,"score_spread":0.2999301767203805,"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."}}