{"id":"W4407573395","doi":"10.1117/12.3044316","title":"Characterization of breast samples via basis function methods using differential linear x-ray scattering coefficients","year":2025,"lang":"en","type":"article","venue":"","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University; Carleton University","funders":"","keywords":"Basis (linear algebra); Characterization (materials science); Differential (mechanical device); Function (biology); Basis function; Scattering; Materials science; Mathematics; Computational physics; Physics; Mathematical analysis; Optics; Thermodynamics; Geometry; Biology","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":[0.0005698302,0.0004729583,0.0003113594,0.001284288,0.0002042573,0.0007113324,0.000327245,0.0004383307,0.0008032535],"category_scores_gemma":[0.001060074,0.0002766296,0.0004641015,0.0007204009,0.0002753954,0.0004683323,0.0003397465,0.0004680862,0.0004892692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003263057,"about_ca_system_score_gemma":0.0005316318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001736655,"about_ca_topic_score_gemma":0.002473907,"domain_scores_codex":[0.9998044,0.00003271796,0.00001178184,0.00003405516,0.00009788621,0.0000191941],"domain_scores_gemma":[0.9996234,0.0001399018,0.00003838712,0.00004984785,0.0001363394,0.00001210564],"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":[0.0001612091,0.0001340367,0.006645238,0.0002878287,0.00005592397,0.0001684177,0.0003671403,0.09185924,0.6716493,0.004683526,0.0006573308,0.2233309],"study_design_scores_gemma":[0.000008184065,0.00007623898,0.007715047,0.00001960415,0.00003483571,0.0002192072,0.0001475794,0.7772725,0.2093215,0.002342751,0.002798765,0.00004381933],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.218727,0.0003635299,0.7781168,0.00009622002,0.00001977862,0.00005660838,0.0002638052,0.0007428747,0.001613361],"genre_scores_gemma":[0.5425177,0.0008146457,0.4535416,0.00005409083,0.000009049577,0.0001398409,0.00070881,0.0002220837,0.00199209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001736655,"threshold_uncertainty_score":0.003453076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03731366700172365,"score_gpt":0.3664231827609607,"score_spread":0.329109515759237,"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."}}