{"id":"W2914286742","doi":"","title":"Sonde de biopsie optique afin d'améliorer la sécurité et la précision de diagnostic des biopsies neurochirurgicales","year":2018,"lang":"fr","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Gynecology; Humanities; Philosophy; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002923285,0.0007801444,0.0005670512,0.0007614825,0.0009434154,0.0009930619,0.001086529,0.001032723,0.000270608],"category_scores_gemma":[0.008615687,0.0008323962,0.0003677041,0.001731729,0.002485152,0.000826869,0.0004347268,0.001465495,0.0001979034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005274854,"about_ca_system_score_gemma":0.0008257169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002304929,"about_ca_topic_score_gemma":0.001912816,"domain_scores_codex":[0.9925443,0.002931688,0.0009358968,0.001244261,0.0006283896,0.001715456],"domain_scores_gemma":[0.9927682,0.004393175,0.0005168349,0.001188879,0.0002387215,0.0008942309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004900569,0.002098749,0.02322329,0.0003211453,0.0000550074,0.001376871,0.002427538,0.001008018,0.5966486,0.2684722,0.007864349,0.09601416],"study_design_scores_gemma":[0.001505286,0.001058204,0.1800872,0.001002468,0.0001796173,0.007831588,0.000425745,0.1292981,0.4992228,0.02117564,0.156545,0.001668458],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7118571,0.003121679,0.2599141,0.01610084,0.0007237789,0.001189952,0.0001787375,0.001478349,0.005435447],"genre_scores_gemma":[0.9379375,0.006101852,0.04055574,0.007045866,0.000514162,0.000723067,0.00001370871,0.0002143075,0.006893775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2472966,"threshold_uncertainty_score":0.9997352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01788316620399549,"score_gpt":0.2726173754188403,"score_spread":0.2547342092148449,"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."}}