{"id":"W1976090151","doi":"10.1007/s00340-002-0870-3","title":"Future of laser-based X-ray sources for medical imaging","year":2002,"lang":"en","type":"article","venue":"Applied Physics B","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Laser; Ultrashort pulse; Mammography; Optics; Femtosecond; Materials science; Medical physics; Medical imaging; Laser power scaling; Monochromator; Computer science; Physics; Medicine; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008755193,0.0001838069,0.0002467382,0.00002919955,0.00008436066,0.00001720852,0.0002813173,0.0000316307,0.0002419601],"category_scores_gemma":[0.000002825113,0.0001777769,0.0001262093,0.0001370453,0.0001135088,0.00007133601,0.00004419629,0.0001665642,0.00001575406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001106819,"about_ca_system_score_gemma":0.00002505854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000885186,"about_ca_topic_score_gemma":1.779224e-7,"domain_scores_codex":[0.9989949,0.00001013572,0.0002204706,0.0002538113,0.0002540314,0.0002666463],"domain_scores_gemma":[0.9992619,0.0001248353,0.0001499685,0.0003231174,0.00005905033,0.00008114881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004905702,0.0009656162,0.006627569,0.0001281991,0.0001287973,0.000001552854,0.0006177517,0.002298137,0.01399534,0.2871964,0.02011328,0.6678783],"study_design_scores_gemma":[0.00335807,0.00005530009,0.0001451798,0.0001099334,0.0001272897,3.548476e-7,0.0006676817,0.06210621,0.5634396,0.2584401,0.1105252,0.001025111],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02463697,0.0000898583,0.9607115,0.0006677104,0.0001215599,0.0005181531,0.00008310827,0.0002337795,0.01293734],"genre_scores_gemma":[0.9735841,0.0000015163,0.02479688,0.0002401678,0.001086244,0.0001489167,0.00004979611,0.00004296167,0.00004941389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9489471,"threshold_uncertainty_score":0.7249532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007710308151113194,"score_gpt":0.2466857815595136,"score_spread":0.2389754734084004,"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."}}