{"id":"W4403955835","doi":"10.7759/cureus.72745","title":"Advancements in Imaging and Neurosurgical Techniques for Brain Tumor Resection: A Comprehensive Review","year":2024,"lang":"en","type":"review","venue":"Cureus","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Craniotomy; Brain tumor; Brain function; Intraoperative MRI; Surgical planning; Surgery; Medical physics; Magnetic resonance imaging; Radiology; Neuroscience; Pathology; Interventional magnetic resonance imaging","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":[0.0005668435,0.0008746214,0.001217878,0.004348819,0.0002738091,0.0009775376,0.0007432431,0.0007852344,0.005259919],"category_scores_gemma":[0.001269863,0.0002780044,0.0008966424,0.003238977,0.0003519739,0.001381271,0.0005462304,0.001177372,0.001934122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005652423,"about_ca_system_score_gemma":0.001635137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001509884,"about_ca_topic_score_gemma":0.003060522,"domain_scores_codex":[0.9997578,0.00003508656,0.00005629088,0.00004347036,0.00008894904,0.0000184804],"domain_scores_gemma":[0.9994254,0.0003267175,0.00008475802,0.00001330177,0.0001175024,0.00003239053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004344383,0.00004464367,0.0002359747,0.04329445,0.0001225772,0.0002012172,0.00007924815,0.0003210866,0.0008684475,0.001737679,0.03368616,0.919365],"study_design_scores_gemma":[0.00001144815,0.0000820985,0.001264037,0.01250525,0.0003064371,0.001866915,0.00007555079,0.0001032473,0.0002643508,0.001122223,0.9823732,0.00002517275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000957593,0.9983961,0.0001162016,0.0002630235,0.0001558884,0.000005942205,0.00003779162,0.00001057042,0.0009186188],"genre_scores_gemma":[0.0004084296,0.9989447,0.0001802219,0.0001195715,0.0001053391,0.00000472655,0.00004003348,0.000001764151,0.0001951389],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005259919,"threshold_uncertainty_score":0.01759624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06734333920872687,"score_gpt":0.422804703179012,"score_spread":0.3554613639702851,"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."}}