{"id":"W1980432866","doi":"10.1016/j.radonc.2005.11.008","title":"Family physicians' perspectives regarding palliative radiotherapy","year":2005,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Regional Cancer Foundation","funders":"","keywords":"Radiation therapy; Referral; Medicine; Radiation oncologist; Radiation Therapist; Family medicine; Palliative care; Cancer; Continuing medical education; Continuing education; Nursing; Internal medicine; Medical education","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003177186,0.0003397728,0.000892957,0.000186927,0.0002785574,0.000018434,0.0001431241,0.0003945019,0.0003664737],"category_scores_gemma":[0.00003539475,0.0002858115,0.0001904415,0.0002440644,0.0007493812,0.0002309055,0.00001415008,0.0005152028,0.00001104389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001660534,"about_ca_system_score_gemma":0.0002127331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009505918,"about_ca_topic_score_gemma":0.00002113785,"domain_scores_codex":[0.9981481,0.0001974737,0.0003571044,0.0006067156,0.0001842419,0.0005063022],"domain_scores_gemma":[0.9988082,0.0004130897,0.0001855309,0.0003300474,0.00009538019,0.0001677653],"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":[0.003235112,0.001048059,0.01015099,0.00004028361,0.00111985,0.0001310892,0.01761891,0.0001447324,0.06163331,0.009061698,0.009663644,0.8861523],"study_design_scores_gemma":[0.00895953,0.003191244,0.01766379,0.00006325677,0.00007962659,0.0003520212,0.002521364,0.001823747,0.0006871423,0.0002938364,0.9639691,0.0003953702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.609789,0.2515872,0.06498973,0.04476434,0.001291783,0.001561955,0.00001928156,0.0004895087,0.02550729],"genre_scores_gemma":[0.4250818,0.220935,0.2826812,0.05118376,0.01090233,0.0001750375,0.00002024302,0.0002043312,0.008816367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9543054,"threshold_uncertainty_score":0.9999594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01787093607871651,"score_gpt":0.3718022562814179,"score_spread":0.3539313202027013,"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."}}