{"id":"W3048488668","doi":"10.1016/j.wneu.2020.06.004","title":"The Resident's Role in Global Neurosurgery","year":2020,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Mentorship; Medicine; Sustenance; Neurosurgery; Vignette; Medical education; General surgery; Surgery; Law; Psychology","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":[0.008325017,0.0003709022,0.0003507951,0.001014317,0.004536782,0.005411946,0.000947703,0.003454224,0.01607793],"category_scores_gemma":[0.01433947,0.0002056185,0.0002862519,0.0008418715,0.007006085,0.003611798,0.005704163,0.005740484,0.002209926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00303512,"about_ca_system_score_gemma":0.02077651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009048848,"about_ca_topic_score_gemma":0.02119627,"domain_scores_codex":[0.9949065,0.002130465,0.0001449663,0.0002053568,0.0009491642,0.001663613],"domain_scores_gemma":[0.9731891,0.002460679,0.001096103,0.0003822971,0.002625173,0.02024666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005665739,0.000109072,0.00962723,0.0004068128,0.00002868219,0.001507098,0.01446271,0.000238562,0.0004449485,0.07790875,0.798507,0.09670251],"study_design_scores_gemma":[0.00002042159,0.0001905383,0.00884355,0.0009953815,0.00001733469,0.002693641,0.0281307,0.0001288058,0.0001881432,0.01389627,0.9448472,0.00004810266],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02786094,0.01018435,0.0005405353,0.8121244,0.01993184,0.00001937571,0.0001059369,0.0001118092,0.1291208],"genre_scores_gemma":[0.6605449,0.0218205,0.001549443,0.2061234,0.01950678,0.0000527699,0.00009326373,0.0002111555,0.09009781],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01607793,"threshold_uncertainty_score":0.05378604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02142100451268833,"score_gpt":0.277023205555555,"score_spread":0.2556022010428667,"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."}}