{"id":"W3210415943","doi":"10.1016/j.wneu.2021.10.152","title":"The Postdoctoral Fellowship: The Black Belt in the Training of a Neurosurgeon-Scientist","year":2021,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Medicine; Neurosurgery; Medical education; General surgery; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005069822,0.0001569258,0.000341654,0.0001484354,0.0003216871,0.00009837792,0.0003293812,0.00004465123,0.00007009738],"category_scores_gemma":[0.03624489,0.00007308026,0.0002063477,0.001974248,0.0007566859,0.00006073492,0.00009634066,0.001002743,0.00001779721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003891768,"about_ca_system_score_gemma":0.002743646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006873441,"about_ca_topic_score_gemma":0.0004106325,"domain_scores_codex":[0.9957396,0.0009001355,0.0006284445,0.0003035115,0.001252459,0.001175851],"domain_scores_gemma":[0.9908118,0.007126932,0.0001373969,0.0008082267,0.0001416524,0.0009739962],"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":[0.001092798,0.00105727,0.1243053,0.0005852834,0.00005824247,0.0078925,0.006038915,0.00001899084,0.03075656,0.003578637,0.7191134,0.1055021],"study_design_scores_gemma":[0.0006793733,0.000131452,0.2222539,0.0002265761,0.00002316701,0.0002620198,0.0007818404,0.000199137,0.001301783,0.0001184397,0.7739203,0.0001020113],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7990141,0.0007142914,0.000005195645,0.1919368,0.001066115,0.0004960595,0.0000108809,0.0000228164,0.006733749],"genre_scores_gemma":[0.954417,0.0004295215,0.000007223648,0.03893038,0.0002417468,0.00002475321,0.000009532385,0.00002156643,0.005918284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1554029,"threshold_uncertainty_score":0.9718732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1722337847989968,"score_gpt":0.3927147905861436,"score_spread":0.2204810057871469,"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."}}