{"id":"W3022977258","doi":"10.1016/j.ijrobp.2006.07.1194","title":"2777","year":2006,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Sagittal plane; Segmentation; Radiography; Coronal plane; Process (computing); Artificial intelligence; Cone beam computed tomography; Radiology; Nuclear medicine; Computer vision; Computer science; Computed tomography","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":[0.0003158537,0.0001265807,0.0002767812,0.000132856,0.0000332497,0.00003161058,0.0003401645,0.00012586,0.0001120325],"category_scores_gemma":[0.0001001902,0.0001133051,0.0001844982,0.0001411519,0.00007436966,0.0001856026,0.00002086266,0.0003337981,0.00006974752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002765426,"about_ca_system_score_gemma":0.00008183806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001346184,"about_ca_topic_score_gemma":0.000002791975,"domain_scores_codex":[0.9989029,0.00007010292,0.0005464667,0.0001006436,0.0002120736,0.0001678217],"domain_scores_gemma":[0.9991019,0.0001691932,0.0002832654,0.0000861166,0.0002825431,0.00007703082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000247098,0.0003286304,0.1329137,0.00001355109,0.0009899988,0.00008653221,0.0002885749,0.0808841,0.009593237,0.02136203,0.04660537,0.7069096],"study_design_scores_gemma":[0.006368486,0.0003368642,0.02418306,0.0001050184,0.0003545387,0.000308091,0.0001555186,0.2549385,0.009813705,0.1042895,0.5983843,0.0007624152],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6532351,0.002212384,0.3228135,0.002933272,0.007758462,0.00009524568,0.00005051627,0.000253944,0.01064758],"genre_scores_gemma":[0.9924549,0.0003161788,0.00279176,0.0003547239,0.003912717,0.000002542546,0.00004818981,0.00002077078,0.00009815915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7061472,"threshold_uncertainty_score":0.4620447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045841845803351,"score_gpt":0.2858124247978761,"score_spread":0.2753540063398425,"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."}}