{"id":"W942648933","doi":"10.1385/1-59259-892-7:191","title":"Challenges and Strategies in the Analysis of Multiple Events in Oncology","year":2005,"lang":"en","type":"book-chapter","venue":"Humana Press eBooks","topic":"Bone health and treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Juravinski Cancer Centre","funders":"","keywords":"Medicine; Spinal cord compression; Radiation therapy; Intensive care medicine; Surgery; Spinal cord","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":[0.1035307,0.003036228,0.004957729,0.007029759,0.001674231,0.01013585,0.007768075,0.004313193,0.007558446],"category_scores_gemma":[0.1764754,0.00158469,0.003652365,0.007385462,0.009162373,0.01201248,0.00733626,0.01370231,0.00278022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003026698,"about_ca_system_score_gemma":0.006344976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004845124,"about_ca_topic_score_gemma":0.007750093,"domain_scores_codex":[0.938984,0.04790451,0.00265959,0.003113563,0.006972149,0.0003661849],"domain_scores_gemma":[0.666139,0.3127582,0.003710808,0.008259802,0.007334197,0.001797998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001197526,0.00024589,0.007792096,0.001737962,0.0008946918,0.000665484,0.00131586,0.0145329,0.0003386613,0.4000723,0.05710328,0.5151811],"study_design_scores_gemma":[0.00005128872,0.0001112131,0.002747891,0.0008881399,0.0001095957,0.0006269417,0.000615022,0.04101408,0.0001561192,0.9041529,0.04940075,0.0001260773],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001609963,0.02457322,0.9163585,0.04802386,0.002265237,0.0003438214,0.0004366493,0.0005237483,0.005865071],"genre_scores_gemma":[0.01913667,0.01855561,0.9416527,0.008192747,0.006730515,0.001443451,0.0003665365,0.0002824792,0.003639377],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1035307,"threshold_uncertainty_score":0.5475295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1686656555517094,"score_gpt":0.3692425142233974,"score_spread":0.200576858671688,"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."}}