{"id":"W4280488570","doi":"10.1200/go.22.00017","title":"Oncology Training Needs Assessment Among Health Care Professionals in Nigeria","year":2022,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Cancer Institute; Atara Biotherapeutics; University of Chicago; Genentech; Breast Cancer Research Foundation","keywords":"Training (meteorology); Health professionals; Medicine; Needs assessment; Medical education; Health care; Nursing; Family medicine; Geography; Political science","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":[0.001106262,0.0001536161,0.0002016497,0.0009768598,0.001387721,0.0008834482,0.0002590622,0.0005195777,0.00174638],"category_scores_gemma":[0.004572193,0.0002506402,0.0001494735,0.0007174894,0.0005507846,0.0005483491,0.001284189,0.0004441163,0.000115182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001272554,"about_ca_system_score_gemma":0.003510364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009923385,"about_ca_topic_score_gemma":0.01563799,"domain_scores_codex":[0.9991888,0.0002227614,0.00009893897,0.00005712076,0.0001606538,0.0002716384],"domain_scores_gemma":[0.9979391,0.0006366203,0.0006367569,0.00003090713,0.0002877606,0.0004688122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006361606,0.0002557212,0.8683353,0.0006596524,0.00001324523,0.001456908,0.08633359,0.00006805975,0.0009748751,0.0004302249,0.001110061,0.04029878],"study_design_scores_gemma":[0.000009634204,0.0002240611,0.6170906,0.0008149958,0.0000140332,0.001316948,0.3734447,0.0001695463,0.0001963748,0.0003043385,0.006398745,0.00001602458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974995,0.0004274187,0.00003373198,0.0006467622,0.00001382478,0.00002817977,0.00003482603,0.000001022532,0.001314634],"genre_scores_gemma":[0.9981874,0.00078071,0.0002695717,0.0003302396,0.000007917337,0.00004450044,0.00003897537,6.987428e-7,0.0003399986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009923385,"threshold_uncertainty_score":0.01973128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03432872622935795,"score_gpt":0.4869146534025302,"score_spread":0.4525859271731723,"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."}}