{"id":"W4213297510","doi":"10.4018/978-1-7998-8929-8.ch010","title":"A Systematic Mapping Study of Low-Grade Tumor of Brain Cancer and CSF Fluid Detecting Approaches and Parameters","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in healthcare information systems and administration book series","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mohawk College","funders":"","keywords":"Segmentation; Cluster analysis; Pattern recognition (psychology); Transformation (genetics); Artificial intelligence; Brain tumor; Computer science; Brain cancer; Mathematics; Cancer; Medicine; Internal medicine; Pathology; Chemistry","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":[0.005406436,0.0007053283,0.001446829,0.01809877,0.0004331913,0.001905889,0.0006668958,0.0005279605,0.004218251],"category_scores_gemma":[0.02156614,0.000329206,0.002246618,0.01360339,0.0005081212,0.002516524,0.0007675659,0.0005293102,0.0007798668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001674991,"about_ca_system_score_gemma":0.009939265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00501526,"about_ca_topic_score_gemma":0.0158978,"domain_scores_codex":[0.9973247,0.0006142232,0.0006945903,0.0003826816,0.0009324539,0.00005140053],"domain_scores_gemma":[0.9822603,0.01041125,0.001877792,0.0006492027,0.004601265,0.0002001263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001304955,0.00005365923,0.008881508,0.1053959,0.001424471,0.0002731165,0.0008065967,0.000730078,0.003277659,0.007266301,0.02059735,0.8511629],"study_design_scores_gemma":[0.000116121,0.001100036,0.06527531,0.2755829,0.02013854,0.00396125,0.003828363,0.003986688,0.01194349,0.02386167,0.5899804,0.0002252499],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01629123,0.9338477,0.02203472,0.003904512,0.001337506,0.001187714,0.005601437,0.0003400028,0.0154552],"genre_scores_gemma":[0.1200439,0.7859063,0.07431173,0.00208749,0.0006266537,0.00154114,0.00579303,0.0001551993,0.009534633],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01809877,"threshold_uncertainty_score":0.02859235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06221483902404292,"score_gpt":0.2921527961038641,"score_spread":0.2299379570798211,"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."}}