{"id":"W7095743910","doi":"","title":"PAR CATALINA GONZALEZ RUEDA","year":2014,"lang":"en","type":"article","venue":"","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diffuser (optics); Sensationalism; Anachronism","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003836046,0.00007873468,0.00009758842,0.00005439835,0.0001424243,0.0002487913,0.0005808392,0.0000280306,0.00005671737],"category_scores_gemma":[0.00007736371,0.0000635237,0.00003073298,0.0001447398,0.00002002904,0.0006998533,0.0001642132,0.00005374671,0.0004336514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009114843,"about_ca_system_score_gemma":0.00002529289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006751334,"about_ca_topic_score_gemma":0.000001065675,"domain_scores_codex":[0.9992751,0.00001563557,0.0002437586,0.0001322962,0.0001636239,0.0001696113],"domain_scores_gemma":[0.9993287,0.00005392388,0.0001049147,0.0003797298,0.00006893298,0.00006374662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[3.19719e-7,0.00002456267,0.0001309368,0.00008119907,0.000004346208,3.566955e-7,0.002462519,0.00008426708,0.00003447467,0.8782188,0.01224196,0.1067163],"study_design_scores_gemma":[0.0001621405,0.00002322408,0.0001998572,0.00002231432,0.000001520448,0.0000139666,0.00002912251,0.8952083,0.003236187,0.03777146,0.0631581,0.0001738303],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00214602,0.00000896428,0.8139542,0.0003286361,0.0001823023,0.00003312234,8.748673e-8,0.0002348823,0.1831118],"genre_scores_gemma":[0.7553892,0.00000149985,0.2414292,0.001594203,0.00008336834,0.000002333515,0.000001613354,0.000004295752,0.001494287],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.895124,"threshold_uncertainty_score":0.5573856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006924028264101093,"score_gpt":0.2043162873641996,"score_spread":0.1973922591000985,"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."}}