{"id":"W4366084263","doi":"10.1227/neu.0000000000002419","title":"A Reflection on Nursing in Neurosurgery","year":2023,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Neurosurgery; Wonder; General partnership; Nursing; Medical education; Psychology; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01734089,0.003147653,0.002102396,0.001760615,0.02508453,0.01768078,0.005157783,0.03515979,0.01519016],"category_scores_gemma":[0.05246048,0.001350945,0.002439662,0.001540305,0.018483,0.02246989,0.02048686,0.07512199,0.006681869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01001433,"about_ca_system_score_gemma":0.03037139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01053075,"about_ca_topic_score_gemma":0.01992182,"domain_scores_codex":[0.9630709,0.01986209,0.001694854,0.002343166,0.008919964,0.004108929],"domain_scores_gemma":[0.9559071,0.01396463,0.001945641,0.001187363,0.007716773,0.01927849],"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":[0.00001883076,0.00007832678,0.0001142282,0.0002863807,0.000008633684,0.0007266732,0.01681034,0.00003076884,0.0001265012,0.004343321,0.9616443,0.01581166],"study_design_scores_gemma":[0.00001437729,0.00007853221,0.0003027983,0.001950616,0.000006680255,0.001101411,0.04264994,0.00002892013,0.00005974478,0.002983946,0.9507712,0.00005172818],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007296815,0.0185125,0.0003519353,0.7928449,0.1774408,0.00003801285,0.00001487272,0.00006480298,0.01000251],"genre_scores_gemma":[0.01050823,0.02067962,0.000900936,0.8990998,0.03040769,0.0001495485,0.00001928678,0.0001490413,0.03808591],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03515979,"threshold_uncertainty_score":0.09170854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07843810826191162,"score_gpt":0.3266740017816266,"score_spread":0.248235893519715,"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."}}