{"id":"W6939390061","doi":"10.60692/8a8zx-sv091","title":"Intelligent tumor tissue classification for Hybrid Health Care Units","year":2024,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Hyperspectral imaging; Health care; Cosine similarity; Medical imaging; Radiomics; Milestone; Scarcity","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":[0.0007920107,0.0005716989,0.0004489629,0.001232606,0.0003951823,0.001269786,0.0009429874,0.001061388,0.002548635],"category_scores_gemma":[0.001706082,0.0002182079,0.0007518489,0.0007439747,0.0002471629,0.0006829509,0.0006187549,0.0004927407,0.000856446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001209284,"about_ca_system_score_gemma":0.0006064906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007988705,"about_ca_topic_score_gemma":0.008459275,"domain_scores_codex":[0.9996176,0.0000795009,0.0000284879,0.0001399864,0.00008771267,0.00004670195],"domain_scores_gemma":[0.9994761,0.0001897749,0.00008741194,0.00004470756,0.0001590252,0.00004283257],"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":[0.0006524622,0.0004155063,0.09419933,0.0002432343,0.0002628806,0.0007321694,0.000375456,0.254963,0.02489642,0.004527159,0.00780365,0.6109288],"study_design_scores_gemma":[0.000007762475,0.00006928919,0.006212308,0.00002117347,0.00003355253,0.0001745993,0.0001053997,0.9868073,0.00344606,0.001778863,0.001329182,0.00001452451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2817802,0.001556098,0.7062263,0.002131243,0.0001578203,0.0002801977,0.0008717536,0.001553275,0.005443106],"genre_scores_gemma":[0.9003884,0.0003729483,0.09479214,0.0002547294,0.00008034657,0.00009125147,0.0004951225,0.00003087099,0.003494049],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007988705,"threshold_uncertainty_score":0.0158844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05363960056500343,"score_gpt":0.2428918173592496,"score_spread":0.1892522167942462,"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."}}