{"id":"W7056139702","doi":"","title":"The Effects of particle statistics on quantitative Rietveld analysis of cement","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rietveld refinement; Particle size; Particle (ecology); Cement; Range (aeronautics); Sample size determination; Sample (material)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003491401,0.00005071106,0.0001235939,0.00005436416,0.00004886245,0.000007416115,0.00009930884,0.000007649842,0.01483406],"category_scores_gemma":[0.00005951787,0.00003518605,0.00005404292,0.0003517153,0.00007403956,0.00000354065,0.00003733605,0.0000499981,0.000006559249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003032293,"about_ca_system_score_gemma":0.00002130582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001458316,"about_ca_topic_score_gemma":0.00006644493,"domain_scores_codex":[0.9992229,0.00004105988,0.0002098207,0.00008237796,0.0002928428,0.0001510449],"domain_scores_gemma":[0.9981226,0.001453715,0.00009307321,0.0001850649,0.0001065924,0.00003898933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008799233,0.0002389879,0.01867998,0.00002326189,0.0005356882,9.179313e-7,0.000372679,0.0000171495,0.05827598,0.6007292,0.002029232,0.319009],"study_design_scores_gemma":[0.001698537,0.002340112,0.3663754,0.00005153018,0.0009175623,1.590728e-8,0.003104036,0.03728458,0.5689716,0.006621339,0.01239677,0.0002384614],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9231565,0.00001453003,0.02737804,0.0001607801,0.00004178076,0.0002384252,0.00004287882,0.000002820038,0.04896424],"genre_scores_gemma":[0.9974036,0.000003731773,0.001311303,0.000009262015,0.000008049442,0.000008655747,0.000006924156,0.000002549944,0.001245892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5941078,"threshold_uncertainty_score":0.9860665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01256042433754678,"score_gpt":0.308211150203538,"score_spread":0.2956507258659912,"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."}}