{"id":"W2041459580","doi":"10.1016/j.brachy.2008.02.212","title":"Usefulness of endoscopically-placed radio-opaque clips in the localization of esophageal cancer for endoluminal brachytherapy and external beam radiation therapy","year":2008,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; CLIPS; Brachytherapy; Radiation therapy; Opacity; Radiology; Esophageal cancer; External beam radiotherapy; External beam radiation; Cancer; Nuclear medicine; Surgery; Internal medicine; Optics","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":[0.0003999317,0.0002160009,0.0005020567,0.0001764642,0.0001152607,0.00001326263,0.0001407097,0.0001078061,0.00008909755],"category_scores_gemma":[0.00004121168,0.0001522883,0.0001286156,0.0003108579,0.0002493692,0.0001561742,0.000008690825,0.0001743465,5.634206e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009692532,"about_ca_system_score_gemma":0.0002840417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006421015,"about_ca_topic_score_gemma":0.00009705628,"domain_scores_codex":[0.9982106,0.0001802609,0.0004928384,0.0003176138,0.0004804694,0.000318185],"domain_scores_gemma":[0.9988869,0.0003331449,0.0002310621,0.0002995792,0.0001498974,0.00009942856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007949588,0.001037356,0.8776029,0.0002346883,0.0002174572,0.00009265346,0.004207536,0.0001542534,0.01059411,0.0006157762,0.0001858223,0.09710785],"study_design_scores_gemma":[0.02259871,0.004073774,0.8380851,0.0001481064,0.000043764,0.0002569175,0.0001086589,0.001048883,0.1321231,0.0004070884,0.0009255091,0.000180378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555418,0.03736352,0.004583178,0.0004103983,0.00008776885,0.001922433,0.00004985603,0.00001665349,0.00002439749],"genre_scores_gemma":[0.9794191,0.01848423,0.0006381517,0.0004957804,0.0002380802,0.000568946,0.00004249013,0.00003394755,0.00007929206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.121529,"threshold_uncertainty_score":0.6210138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04096957656654368,"score_gpt":0.3273051744512147,"score_spread":0.286335597884671,"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."}}