{"id":"W1973442845","doi":"10.1016/j.ijrobp.2012.07.2005","title":"Computed Tomography-based Rigidity Analysis Affects Treatment Plan for Skeletal Metastasis","year":2012,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Bone health and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Appendicular skeleton; Metastasis; Logistic regression; Bone metastasis; Prospective cohort study; Cancer; Breast cancer; Orthopedic surgery; Radiology; Internal medicine; Oncology; Surgery","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":[0.0002460641,0.000544065,0.0002817083,0.0007143442,0.000306648,0.000591531,0.0003710376,0.0006011755,0.00287857],"category_scores_gemma":[0.002277332,0.0003502597,0.0005331806,0.0003240559,0.0001617385,0.0003241842,0.0003020177,0.0003219816,0.0005926981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003977993,"about_ca_system_score_gemma":0.0006634055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00421251,"about_ca_topic_score_gemma":0.007663477,"domain_scores_codex":[0.9998234,0.00005045515,0.00001397321,0.0000338265,0.0000591275,0.00001928157],"domain_scores_gemma":[0.999696,0.0001352416,0.00005598936,0.00002369276,0.0000716026,0.00001743495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001969682,0.0003362941,0.07599434,0.0003269285,0.0002688204,0.001195003,0.0001993785,0.480085,0.1398841,0.002222698,0.005805629,0.2917122],"study_design_scores_gemma":[0.00005411729,0.0002113895,0.07188497,0.00004175834,0.0002252592,0.001011844,0.0001198631,0.8962294,0.02675518,0.001586416,0.00181534,0.00006438648],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6779985,0.00183484,0.3053495,0.001337399,0.0001867613,0.000180078,0.001078811,0.00176335,0.01027081],"genre_scores_gemma":[0.9725241,0.0002760614,0.02528478,0.00007623998,0.00002229013,0.00002588094,0.0003412347,0.0002211588,0.001228248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00421251,"threshold_uncertainty_score":0.009629786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03977485457177303,"score_gpt":0.3684161643615192,"score_spread":0.3286413097897461,"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."}}