{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002314705,0.0002966993,0.0007631719,0.0009850046,0.0007491434,0.003234495,0.0004803457,0.001090487,0.002411972],"category_scores_gemma":[0.0050622,0.0001821443,0.0004035835,0.001141242,0.001886396,0.00211437,0.002084565,0.002261921,0.0003546305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001831122,"about_ca_system_score_gemma":0.003964591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001426347,"about_ca_topic_score_gemma":0.00287127,"domain_scores_codex":[0.9984615,0.0009386392,0.00007793248,0.000131443,0.0002685238,0.000121921],"domain_scores_gemma":[0.9972075,0.001379337,0.0005491481,0.0001285795,0.0004592866,0.0002762054],"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":[0.000776095,0.0006938506,0.05573029,0.009379379,0.0004513844,0.004364714,0.006278051,0.002758153,0.02472099,0.1448129,0.03518165,0.7148526],"study_design_scores_gemma":[0.000112158,0.002010697,0.1046689,0.005116161,0.0005198446,0.01701995,0.01841713,0.00367554,0.01389878,0.2098554,0.6245062,0.000199247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1650167,0.5742963,0.02060461,0.1997609,0.002495114,0.0002872711,0.0003320849,0.0000836552,0.03712339],"genre_scores_gemma":[0.6499238,0.3065796,0.01863274,0.01625313,0.003576057,0.0001685478,0.0002611381,0.00004133878,0.004563697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003234495,"threshold_uncertainty_score":0.01328582,"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."}}