{"id":"W7143388921","doi":"10.1109/gcet68529.2025.11450896","title":"Insights on Quantum Software Functional Size Measurement: Key Concepts, Challenges and Motivations","year":2025,"lang":"","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Project Management; Mitacs","keywords":"Key (lock); Software; Field (mathematics); Perspective (graphical)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01191205,0.00112745,0.001110677,0.003823289,0.002097355,0.005974027,0.002886564,0.002907963,0.003125448],"category_scores_gemma":[0.03165793,0.0008771921,0.0007774275,0.003208517,0.0188276,0.02025962,0.006013384,0.006770036,0.0006499066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003494881,"about_ca_system_score_gemma":0.003194565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001942083,"about_ca_topic_score_gemma":0.001276701,"domain_scores_codex":[0.9917275,0.003091527,0.0004315244,0.001052453,0.003246207,0.0004508969],"domain_scores_gemma":[0.9737325,0.01679366,0.001615517,0.004239285,0.002949099,0.0006698899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008560808,0.00001827518,0.000489112,0.0001179284,0.000005123766,0.00004460042,0.0004906899,0.002544235,0.0005899253,0.9803318,0.0007001595,0.01465963],"study_design_scores_gemma":[0.000004794255,0.00002927953,0.0003161345,0.0001281159,0.00000468678,0.0001142444,0.0004108499,0.01294252,0.0009854706,0.9744528,0.01058586,0.00002534851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02755665,0.005919198,0.8982842,0.02789984,0.000348315,0.0001502725,0.0002058064,0.0005271951,0.03910853],"genre_scores_gemma":[0.6100429,0.008121238,0.3737529,0.002545834,0.0006939048,0.0005366336,0.0002076901,0.0004726981,0.003626212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01191205,"threshold_uncertainty_score":0.0629977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04709449783404233,"score_gpt":0.2587292990305779,"score_spread":0.2116348011965355,"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."}}