{"id":"W4307146676","doi":"10.1016/j.ijrobp.2022.07.627","title":"Recursive Partitioning Model to Identify Early Progression in Patients with Extracranial Oligometastatic Colorectal Cancer Treated with Stereotactic Body Radiotherapy","year":2022,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint John Regional Hospital; Dalhousie University; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Colorectal cancer; Recursive partitioning; Internal medicine; Oncology; Cohort; Cumulative incidence; Radiosurgery; Metastasis; Cancer; Incidence (geometry); Radiation therapy; Radiology","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":[0.0008788292,0.0006695788,0.0008703645,0.0007213019,0.0003311435,0.0006714749,0.001022613,0.0005527505,0.001187903],"category_scores_gemma":[0.002702527,0.0002518136,0.001062382,0.0003167635,0.0001651963,0.0003098894,0.0004386945,0.0008137859,0.0002858178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005301206,"about_ca_system_score_gemma":0.0007975549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01899743,"about_ca_topic_score_gemma":0.014583,"domain_scores_codex":[0.9997446,0.0001167719,0.00001157283,0.00005443837,0.00002581251,0.00004681295],"domain_scores_gemma":[0.999011,0.0006859281,0.00008520767,0.00004292895,0.0001258062,0.00004917484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003126862,0.0007833043,0.1590925,0.0001683522,0.001134841,0.0006987969,0.0002157078,0.6903555,0.004313444,0.002871727,0.006048151,0.1311908],"study_design_scores_gemma":[0.0000381685,0.0001361375,0.01092415,0.000008448043,0.0001127862,0.00008528146,0.0000336744,0.9872909,0.000266956,0.0008061506,0.0002852168,0.00001214845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9139714,0.0009524103,0.08136398,0.0007005857,0.0001156415,0.0001261646,0.001162141,0.0003833286,0.001224344],"genre_scores_gemma":[0.9900239,0.0001474855,0.007377587,0.0000582046,0.00002593264,0.00006670479,0.001086882,0.0000314357,0.001181906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01899743,"threshold_uncertainty_score":0.03777373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720818784205095,"score_gpt":0.3550491411631795,"score_spread":0.3378409533211285,"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."}}