{"id":"W952575234","doi":"10.1007/978-1-4419-5704-7_37","title":"X-Ray and Particle Emission Techniques","year":2010,"lang":"en","type":"book-chapter","venue":"Manuals in archaeological method, theory and technique","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University","funders":"","keywords":"Physics; Diffraction; Excited state; Radiation; Optics; Nuclear physics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003119151,0.0004379707,0.00074414,0.0001719825,0.000160947,0.00002881748,0.000266795,0.0005826483,0.001222012],"category_scores_gemma":[0.00007294564,0.0003341027,0.0001532106,0.00006413442,0.0008064611,0.00008170425,0.000509807,0.001482871,0.000005762519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001332435,"about_ca_system_score_gemma":0.00001797497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002559587,"about_ca_topic_score_gemma":0.000003974892,"domain_scores_codex":[0.9978963,0.0004123751,0.0004668848,0.0007103642,0.0001488817,0.0003651748],"domain_scores_gemma":[0.9982767,0.0009155658,0.0001912769,0.0004202064,0.0000345815,0.0001617356],"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":[0.00008974776,0.00004083152,0.001269168,0.00002388859,0.00003612265,0.00002089093,0.0001486773,1.535122e-7,0.03414587,0.8884223,0.000008487026,0.07579383],"study_design_scores_gemma":[0.00009020414,0.0001442065,0.0001523342,0.0001474659,0.00006086738,0.000004910512,0.0000431793,0.00001174331,0.1344063,0.8567894,0.007793374,0.0003560965],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0157921,0.0009281681,0.7866802,0.0006491121,0.00009255396,0.002033577,0.00007000447,0.0004382111,0.1933161],"genre_scores_gemma":[0.4049094,0.001056284,0.5138732,0.0004933843,0.000577913,0.000725803,0.00005471443,0.0001196794,0.07818963],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3891173,"threshold_uncertainty_score":0.9999111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01186190054714354,"score_gpt":0.303114647439492,"score_spread":0.2912527468923485,"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."}}