{"id":"W4392870395","doi":"10.1227/neu.0000000000002841","title":"The Nature of Things","year":2024,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":[0.00767249,0.001211619,0.001024335,0.0017648,0.01046344,0.02614461,0.002304757,0.005671656,0.02617214],"category_scores_gemma":[0.01364281,0.0005812681,0.0008559908,0.001953857,0.05123243,0.02850439,0.01116037,0.01186946,0.01306285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005463937,"about_ca_system_score_gemma":0.005163499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002013525,"about_ca_topic_score_gemma":0.00173928,"domain_scores_codex":[0.9839323,0.007177878,0.0005837635,0.002801004,0.004034173,0.001470909],"domain_scores_gemma":[0.9877813,0.004669852,0.0009755775,0.002577629,0.001983748,0.002011866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002032776,0.00001721078,0.0004524655,0.0001843339,0.00002454186,0.0002004947,0.01441003,0.00008500237,0.0002912838,0.8441203,0.1193811,0.02081292],"study_design_scores_gemma":[0.000003531954,0.00001016184,0.0001531507,0.000220159,0.000004613865,0.0002865769,0.005126107,0.00006698007,0.00008912439,0.1980456,0.7959766,0.00001737262],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005774557,0.03420795,0.02924313,0.2533866,0.01759381,0.0001340895,0.000406629,0.0005631374,0.6586901],"genre_scores_gemma":[0.4171153,0.02667453,0.02328308,0.157466,0.01395894,0.0008250281,0.0009780083,0.001721569,0.3579776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02617214,"threshold_uncertainty_score":0.08755451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00999404692239814,"score_gpt":0.2623327927803201,"score_spread":0.2523387458579219,"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."}}