{"id":"W3134010398","doi":"10.1186/s12885-021-07923-4","title":"Real world duration of curative intent breast, colorectal, non-small cell lung, and prostate cancer treatment","year":2021,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"","keywords":"Medicine; Breast cancer; Colorectal cancer; Oncology; Radiation therapy; Internal medicine; Surgical oncology; Stage (stratigraphy); Prostate cancer; Prostate; Cancer","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":[0.00006136425,0.0001685747,0.000335468,0.00005830276,0.00005456053,0.0000196359,0.00003493077,0.00004695383,0.0002969662],"category_scores_gemma":[0.000009686799,0.0001358384,0.00007859059,0.0002718715,0.00006625884,0.00009258112,0.00003562539,0.00008690094,0.000002298821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006027471,"about_ca_system_score_gemma":0.001046449,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01386199,"about_ca_topic_score_gemma":0.04931955,"domain_scores_codex":[0.9989426,0.00003292991,0.0002882218,0.0003166294,0.0001978243,0.0002218249],"domain_scores_gemma":[0.999189,0.00003264626,0.0001578604,0.000147448,0.0003480974,0.0001249382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001460821,0.0001469452,0.945865,0.0003007971,0.0001440759,0.00006031112,0.003129849,0.000198822,0.03488452,0.00005427134,0.003216235,0.0105384],"study_design_scores_gemma":[0.004075363,0.0006129099,0.8091062,0.001198255,0.0005005644,0.00006466801,0.002136765,0.002479457,0.1767065,0.00002989062,0.002792535,0.0002969644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905668,0.003569392,0.00007482987,0.0008586799,0.0001941212,0.0005664848,0.0001428405,0.00001984217,0.004007042],"genre_scores_gemma":[0.9872456,0.004191426,0.0007198654,0.000183829,0.0001800741,0.0003318569,0.00003751473,0.00001737859,0.007092443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.141822,"threshold_uncertainty_score":0.9927048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04847340230431976,"score_gpt":0.3372326999034186,"score_spread":0.2887592975990989,"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."}}