{"id":"W2007823025","doi":"10.3171/spi.2005.2.1.0040","title":"Use of “MAPS” for determining the optimal surgical approach to metastatic disease of the thoracolumbar spine: anterior, posterior, or combined","year":2005,"lang":"en","type":"article","venue":"Journal of Neurosurgery Spine","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital","funders":"","keywords":"Medicine; Surgery; Mnemonic; Spinal disease; Spinal surgery; Surgical procedures; Resection; Disease; Surgical planning; Rachis; Lumbar; Pathology","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":[0.001644208,0.0006854257,0.000522829,0.002265768,0.0004922618,0.001321552,0.0006031923,0.0005887041,0.002102314],"category_scores_gemma":[0.009719357,0.0002415479,0.0004574801,0.0008224424,0.0008382414,0.001447126,0.001050197,0.0007320209,0.0008161946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004694399,"about_ca_system_score_gemma":0.0008997601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001063071,"about_ca_topic_score_gemma":0.004108889,"domain_scores_codex":[0.9990764,0.0003909826,0.0001080307,0.0000702166,0.0003109705,0.00004343853],"domain_scores_gemma":[0.9974026,0.001067472,0.0005303981,0.0002246912,0.0006034239,0.0001714227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001381562,0.0001524854,0.110157,0.0008263686,0.0001896007,0.0009827192,0.0006692839,0.0127819,0.01234643,0.009645867,0.008527536,0.8423392],"study_design_scores_gemma":[0.0005819057,0.006514182,0.4549134,0.002451383,0.001219201,0.03340324,0.00367025,0.2016118,0.08244213,0.09640163,0.1155729,0.00121814],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3630958,0.01766915,0.5289667,0.009517903,0.001167276,0.0009316643,0.001022998,0.002580231,0.07504818],"genre_scores_gemma":[0.765965,0.003088116,0.2273883,0.0003086547,0.0002341089,0.000308632,0.0001713143,0.0001466784,0.002389218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002265768,"threshold_uncertainty_score":0.008695483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06852206543074142,"score_gpt":0.3206280914268375,"score_spread":0.2521060259960961,"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."}}