{"id":"W2399736645","doi":"10.1016/j.wneu.2016.05.029","title":"Impact of Neurosurgery Medical Student Research Grants on Neurosurgery Residency Choice","year":2016,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Multiple Sclerosis Scientific Research Foundation; Neurosurgery Research and Education Foundation","keywords":"Neurosurgery; Medicine; Specialty; Neurology; Family medicine; Demographics; Medical school; Medical education; Residency training; Surgery; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01501335,0.0003298469,0.0007191086,0.002325378,0.003573646,0.00722321,0.001759632,0.003098191,0.02427171],"category_scores_gemma":[0.08711803,0.000297815,0.001344927,0.002638769,0.002586734,0.002134818,0.007191834,0.004702479,0.002147988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003902055,"about_ca_system_score_gemma":0.01656106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01319897,"about_ca_topic_score_gemma":0.03268291,"domain_scores_codex":[0.9747742,0.01058609,0.0009945246,0.0006786475,0.003013577,0.009952893],"domain_scores_gemma":[0.8516165,0.04506097,0.02265739,0.002849972,0.01070774,0.06710745],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003407954,0.005293696,0.8989235,0.0001186182,0.0004164938,0.0007470393,0.002461616,0.001146862,0.0006759159,0.01395275,0.01304492,0.05981063],"study_design_scores_gemma":[0.0002849713,0.001079377,0.9676015,0.0001608061,0.0001849901,0.0003194335,0.01451397,0.0008885897,0.0005261131,0.004892282,0.009469143,0.00007878345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576347,0.0005864931,0.000151203,0.01947634,0.0003122601,0.00004603395,0.0004923952,0.00001598362,0.02128464],"genre_scores_gemma":[0.9956653,0.0001460896,0.00005268919,0.0007246194,0.0001693354,0.00001514657,0.00009910383,0.00000961586,0.003118157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9849867,"threshold_uncertainty_score":0.08119702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1601972313584427,"score_gpt":0.4493876187750933,"score_spread":0.2891903874166505,"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."}}