{"id":"W3000439674","doi":"10.29173/hsi70","title":"Cyberknife Offers Novel Non-Invasive & Non- Surgical Cancer Treatment Option to Canadians","year":2011,"lang":"en","type":"article","venue":"Health Science Inquiry","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cyberknife; Medicine; Medical physics; Radiology; Radiation therapy; Radiosurgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004189659,0.0001757243,0.0003647672,0.0002559383,0.0004445563,0.000008705242,0.0001943197,0.00009945232,0.0002376757],"category_scores_gemma":[0.00003678811,0.0001336459,0.00005696034,0.0006526155,0.001036347,0.0001662662,0.0000226487,0.0001525321,0.0001023878],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002367273,"about_ca_system_score_gemma":0.005819432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02033403,"about_ca_topic_score_gemma":0.0161821,"domain_scores_codex":[0.9981163,0.00001444131,0.0002983932,0.0005145947,0.0003077301,0.0007484974],"domain_scores_gemma":[0.9983462,0.00005910095,0.0001092423,0.0003652155,0.0001190764,0.001001175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003538951,0.00418186,0.3546236,0.0005069423,0.000265015,0.0009143063,0.2582378,0.001691756,0.01598556,0.003360996,0.02580405,0.3308892],"study_design_scores_gemma":[0.008907324,0.008667364,0.7352217,0.0007959568,0.00007763906,0.001213687,0.004431207,0.0006351398,0.005691376,0.0001320857,0.2332436,0.0009828634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795692,0.0003119709,0.005556346,0.00742842,0.003185321,0.001096802,0.00001710871,0.00004694074,0.002787882],"genre_scores_gemma":[0.9604184,0.001777918,0.02041118,0.01379382,0.001234595,0.0002258804,0.000008223956,0.00002421323,0.002105791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3805982,"threshold_uncertainty_score":0.9998167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1366584664124705,"score_gpt":0.4624663979605054,"score_spread":0.3258079315480349,"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."}}