{"id":"W4281713952","doi":"10.1200/go.22.00113","title":"Training General Practitioners in Oncology: A Needs Assessment Survey From Nepal","year":2022,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Training (meteorology); Needs assessment; Medical education; Medicine; Oncology; Medical physics; Family medicine; Psychology; 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":[0.001566473,0.0001315235,0.0001902933,0.001213661,0.0007281121,0.0006184499,0.0004106351,0.0008278985,0.001760234],"category_scores_gemma":[0.004981669,0.0002780699,0.0002315563,0.00153505,0.0003731216,0.0008857829,0.001347034,0.0006851951,0.000456575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001327969,"about_ca_system_score_gemma":0.00214391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02387145,"about_ca_topic_score_gemma":0.04053217,"domain_scores_codex":[0.9989905,0.0002662313,0.0001349807,0.00007853004,0.0003012957,0.0002285617],"domain_scores_gemma":[0.9976103,0.0005521679,0.0006754193,0.0000612349,0.0006006043,0.0005003716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000519446,0.0002801363,0.9547071,0.0003496535,0.00002251262,0.0007849574,0.02579119,0.00007572793,0.0006606358,0.00008019927,0.002336373,0.01485952],"study_design_scores_gemma":[0.00001236484,0.0002155887,0.9653814,0.0001343177,0.000007455538,0.0005105959,0.030824,0.0001209262,0.00005622148,0.00002530249,0.002702176,0.00000963758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963142,0.0001511037,0.00004027108,0.0009500315,0.000004558581,0.0001400888,0.0006537412,0.000003197678,0.001742798],"genre_scores_gemma":[0.996733,0.0005178537,0.0002800551,0.0009533571,0.000007579175,0.0002634389,0.0006064066,0.000002805803,0.0006354735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02387145,"threshold_uncertainty_score":0.04746503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1928542679863934,"score_gpt":0.4627453193404902,"score_spread":0.2698910513540969,"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."}}