{"id":"W3079348045","doi":"10.1016/j.clon.2020.07.024","title":"Advancing Roles of Healthcare Professionals in Palliative Radiotherapy","year":2020,"lang":"en","type":"review","venue":"Clinical Oncology","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Health professionals; Palliative care; Radiation therapy; Health care; Nursing; Medical physics; Internal medicine","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":[0.002965784,0.0009609538,0.001544706,0.002916357,0.0005123685,0.002232517,0.001127303,0.002796236,0.006007621],"category_scores_gemma":[0.005418978,0.0003857605,0.0009369695,0.003544142,0.0008304841,0.002568333,0.00190142,0.002710063,0.001345072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002078716,"about_ca_system_score_gemma":0.004779793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003330535,"about_ca_topic_score_gemma":0.01043401,"domain_scores_codex":[0.9988921,0.000393554,0.0001550745,0.0001128102,0.0003254414,0.0001210043],"domain_scores_gemma":[0.9955868,0.003126692,0.0004230147,0.00004712057,0.0005834136,0.0002329382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000069769,0.00004661787,0.0002430384,0.05421806,0.000122478,0.00008798886,0.0001733021,0.0001671296,0.0002072628,0.00432404,0.02924929,0.911091],"study_design_scores_gemma":[0.00006298242,0.0001013379,0.001399313,0.08164781,0.0003784382,0.0004944967,0.0003243181,0.00007841003,0.00008405969,0.002695821,0.9127049,0.0000280143],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002822668,0.9987342,0.00003173551,0.0004789538,0.0002178893,0.000003350779,0.000005976326,0.000001832856,0.0004979215],"genre_scores_gemma":[0.0003591799,0.9984984,0.0001119338,0.0006680829,0.0001887838,0.000006821857,0.00001131599,6.836833e-7,0.0001548429],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006007621,"threshold_uncertainty_score":0.02009743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1905043910465574,"score_gpt":0.5833133533424874,"score_spread":0.39280896229593,"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."}}