{"id":"W4390666148","doi":"10.3389/fneur.2023.1322815","title":"Preoperative validation of edema-corrected tractography in neurosurgical practice: translating surgeon insights into novel software implementation","year":2024,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Advanced Neuroimaging Techniques and Applications","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Synaptive (Canada)","funders":"","keywords":"Medicine; Radiology; Medical physics; Tractography; Magnetic resonance imaging; Diffusion MRI","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":[0.008851157,0.0005220753,0.0002230254,0.0008431106,0.0002611756,0.001636097,0.000706346,0.0004948048,0.001461889],"category_scores_gemma":[0.06499925,0.0002697573,0.0002572138,0.0003821749,0.0006648302,0.001046122,0.001077205,0.0003690022,0.0004610968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005215175,"about_ca_system_score_gemma":0.001389415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001566267,"about_ca_topic_score_gemma":0.003407656,"domain_scores_codex":[0.9969522,0.001779763,0.0002864175,0.0003448609,0.0005506551,0.00008611393],"domain_scores_gemma":[0.9677416,0.01971104,0.003292593,0.003137171,0.005525189,0.0005923348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001502868,0.0003470966,0.1449802,0.0006488039,0.00022211,0.0005102624,0.004494626,0.03103808,0.08397595,0.001738485,0.001488595,0.729053],"study_design_scores_gemma":[0.000239087,0.003080488,0.2362616,0.0005451211,0.0003038321,0.0030194,0.002983918,0.5897368,0.1471252,0.008091019,0.008312196,0.0003014128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6739659,0.0003084347,0.3208301,0.0005318708,0.00004663227,0.0003936124,0.0001857317,0.001948223,0.00178944],"genre_scores_gemma":[0.8293071,0.0001334941,0.1697962,0.00004867272,0.00001341686,0.0001473197,0.0001234572,0.000185767,0.000244462],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008851157,"threshold_uncertainty_score":0.04680997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0301094493601103,"score_gpt":0.3629948687341775,"score_spread":0.3328854193740672,"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."}}