{"id":"W2068506582","doi":"10.1088/0031-9155/57/20/6445","title":"Interfractional trend analysis of dose differences based on 2D transit portal dosimetry","year":2012,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institutes of Health","keywords":"Dosimetry; Cumulative dose; Radiation therapy; Medicine; Nuclear medicine; Image-guided radiation therapy; Medical physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009924826,0.0001010578,0.0003379855,0.0001747972,0.00001722851,0.000001072318,0.00005495247,0.00003225492,0.0003131549],"category_scores_gemma":[0.000002722335,0.00006908544,0.00005777782,0.0003245698,0.00016538,0.00004541267,0.000006151527,0.0001190247,1.266333e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006247767,"about_ca_system_score_gemma":0.000006268433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009186665,"about_ca_topic_score_gemma":0.000004354024,"domain_scores_codex":[0.9994794,0.00004106414,0.0001713708,0.0001260708,0.00005020037,0.0001318965],"domain_scores_gemma":[0.9995859,0.0001839119,0.00008828788,0.00009686511,0.00000997116,0.00003504235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005409434,0.0002724681,0.9176427,0.000005421682,0.0003030057,1.899489e-7,0.0002941424,0.00005939675,0.00913596,0.01990413,0.00005330596,0.05227515],"study_design_scores_gemma":[0.003828181,0.001925663,0.9228852,0.0001647477,0.001338863,9.735905e-7,0.001081191,0.02321313,0.02110373,0.02140015,0.002317527,0.0007405813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.819141,0.0002078675,0.1779448,0.0001953428,0.00009489236,0.00007414893,0.0000475954,0.00001404824,0.002280232],"genre_scores_gemma":[0.9987237,0.00001891161,0.0006814377,0.0001692563,0.0002889429,0.000008402756,0.00009747763,0.000004423146,0.000007449079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1795827,"threshold_uncertainty_score":0.3428826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09319754557428853,"score_gpt":0.395331620971012,"score_spread":0.3021340753967234,"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."}}