{"id":"W7067349950","doi":"","title":"Large Field of View Raman Imaging Clinical Prototype to Guide Brain Cancer Resection Surgery","year":2024,"lang":"fr","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cancer; Cancer surgery; Surgical resection; Computed tomography; Brain cancer","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":[0.00143541,0.0007969334,0.0002823898,0.0007279488,0.0003322382,0.001037949,0.0008804883,0.001351671,0.009466811],"category_scores_gemma":[0.001579275,0.0005020985,0.0003984035,0.0001880374,0.0003992491,0.0009302364,0.0008633668,0.000886523,0.002933779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004229913,"about_ca_system_score_gemma":0.0008712338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001076574,"about_ca_topic_score_gemma":0.002127412,"domain_scores_codex":[0.9996037,0.0001021086,0.00002217505,0.00007391069,0.0001582819,0.00003994094],"domain_scores_gemma":[0.9992322,0.0002783998,0.00006964868,0.00006055818,0.0002630517,0.00009622009],"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":[0.00123477,0.0003385946,0.008003699,0.0008175237,0.00009173866,0.002542691,0.0004846934,0.009578215,0.7453844,0.002611313,0.01991008,0.2090024],"study_design_scores_gemma":[0.0004875039,0.004816805,0.02432646,0.0005319659,0.0003727111,0.01814185,0.001056522,0.2582421,0.5525021,0.004408475,0.1345926,0.0005210235],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1975243,0.005797577,0.7351512,0.006115478,0.001332557,0.001529708,0.001116518,0.01221707,0.03921556],"genre_scores_gemma":[0.5026351,0.001876653,0.4671095,0.002656042,0.0002196797,0.0009599116,0.0005675168,0.0007344009,0.02324126],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009466811,"threshold_uncertainty_score":0.03166962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01381165433273023,"score_gpt":0.2987843036933317,"score_spread":0.2849726493606015,"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."}}