{"id":"W1995545032","doi":"10.7785/tcrt.2012.500445","title":"Excellent Cancer Outcomes Following Patient-adapted Robotic Lung SBRT But a Case for Caution in Idiopathic Pulmonary Fibrosis","year":2014,"lang":"en","type":"article","venue":"Technology in Cancer Research & Treatment","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier universitaire de Québec; Centre Hospitalier Universitaire de Sherbrooke; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Cyberknife; Lung cancer; Pneumonitis; Idiopathic pulmonary fibrosis; Lung; Stage (stratigraphy); Radiation therapy; Internal medicine; Retrospective cohort study; Fibrosis; Radiosurgery; Radiology; Oncology; Nuclear 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004871562,0.0004058258,0.0009232418,0.001244872,0.0002357166,0.00002466185,0.0001564727,0.0003646171,0.00005559784],"category_scores_gemma":[0.0001365171,0.0003174822,0.0002475184,0.00101364,0.0001729858,0.00009291575,0.0001209748,0.0004531036,0.00001189333],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01240408,"about_ca_system_score_gemma":0.0005698266,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03552459,"about_ca_topic_score_gemma":0.02369763,"domain_scores_codex":[0.9966745,0.0001715463,0.0005944071,0.0009227406,0.0005168834,0.001119882],"domain_scores_gemma":[0.9985367,0.0002839848,0.0001098995,0.0007111736,0.000173009,0.000185226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005125219,0.002516161,0.8924042,0.0003443002,0.0005612793,0.004294689,0.0005389352,0.0006968643,0.001190994,0.0004214992,0.0001734439,0.09634514],"study_design_scores_gemma":[0.1018089,0.03830756,0.629995,0.02260936,0.004389967,0.001394439,0.009972946,0.05326953,0.1104418,0.009435444,0.01433613,0.004038888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578466,0.01785251,0.0000342284,0.01987994,0.0002856154,0.003814885,0.0000528832,0.000147933,0.00008535184],"genre_scores_gemma":[0.9741305,0.003048906,0.000286506,0.00008477291,0.00005931765,0.0220465,0.00002762331,0.00006337115,0.0002525795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2624092,"threshold_uncertainty_score":0.9999277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0575971430698007,"score_gpt":0.4055247236354684,"score_spread":0.3479275805656677,"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."}}