{"id":"W4416057988","doi":"10.7759/cureus.96398","title":"Being a Radiation Oncologist in Algeria","year":2025,"lang":"en","type":"article","venue":"Cureus","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Positive Living North; Canadian Association of Nurses in Oncology; University of British Columbia","funders":"","keywords":"Radiation oncologist; Workforce; Radiation oncology; Multidisciplinary approach; Radiation Therapist; Radiation therapy; Radiation exposure","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":[0.0006562055,0.0001196136,0.000106162,0.0003585286,0.001094708,0.0006183396,0.000324464,0.0003953348,0.0084638],"category_scores_gemma":[0.001130823,0.00008696396,0.00008948414,0.0006826219,0.00046936,0.0004543534,0.0008561434,0.0004051812,0.0007863146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203935,"about_ca_system_score_gemma":0.002794599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02703767,"about_ca_topic_score_gemma":0.03283345,"domain_scores_codex":[0.9994869,0.0001750522,0.00002461144,0.00005684632,0.00008810351,0.0001683887],"domain_scores_gemma":[0.9991386,0.000124428,0.0002361299,0.00001727489,0.0001255227,0.0003579048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001679066,0.0001932919,0.5777133,0.001672809,0.00003993139,0.002490604,0.02038635,0.000321196,0.001954254,0.003093523,0.06900029,0.3229667],"study_design_scores_gemma":[0.00001310726,0.000160091,0.7805251,0.001101606,0.00002705316,0.004826127,0.03890791,0.0001950869,0.0004243853,0.000648806,0.1731437,0.00002695447],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8889703,0.03184747,0.0005548159,0.04276752,0.0008925521,0.00006775064,0.001650683,0.00005812681,0.03319076],"genre_scores_gemma":[0.9770977,0.01260522,0.0005817545,0.004176399,0.0002622521,0.00004311492,0.0003146079,0.000008772041,0.004910352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02703767,"threshold_uncertainty_score":0.05376059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01027810661577451,"score_gpt":0.4002366215751827,"score_spread":0.3899585149594082,"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."}}