{"id":"W7106159975","doi":"10.1007/978-981-95-1069-6_37","title":"Variational Quantum Circuit-Based Convolutional Neural Network Binary Image Classification Model to Detect Acute Myeloid Leukemia Blood Cancer","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Digital Imaging for Blood Diseases","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Convolutional neural network; Quantum computer; Myeloid leukemia; Qubit; Quantum; Artificial neural network; Deep learning; Cancer; Quantum algorithm","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":[0.0004180502,0.0003020565,0.0006611226,0.0002866321,0.0001905739,0.0004518291,0.001328961,0.0008244696,0.002291482],"category_scores_gemma":[0.0007946145,0.0002524463,0.0005529717,0.000334937,0.0005231714,0.0007064446,0.0005404915,0.0007875714,0.0001998204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086588,"about_ca_system_score_gemma":0.0008291277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009197596,"about_ca_topic_score_gemma":0.01049658,"domain_scores_codex":[0.9998916,0.00002749872,0.000004132921,0.0000268271,0.00002702781,0.00002279526],"domain_scores_gemma":[0.9997275,0.0001526119,0.0000224668,0.0000171785,0.00006177754,0.00001840792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001478542,0.0000807238,0.001064517,0.00007768449,0.00008004146,0.00005458015,0.0000326524,0.8813434,0.00561457,0.0461031,0.003083085,0.06231779],"study_design_scores_gemma":[0.000001634318,0.000004977326,0.00005824762,8.598158e-7,0.000002775509,0.000003651251,7.365372e-7,0.9979493,0.000141318,0.001769871,0.00006556648,0.000001083539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08130641,0.0009401822,0.9100483,0.001011338,0.0001375835,0.00005664251,0.0003013221,0.0003850549,0.005813071],"genre_scores_gemma":[0.9094106,0.0004086846,0.07640449,0.0003161728,0.00008949971,0.00008223364,0.0003905155,0.00007988446,0.01281783],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009197596,"threshold_uncertainty_score":0.01828814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02068345774073063,"score_gpt":0.2442432764377825,"score_spread":0.2235598186970518,"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."}}