{"id":"W2006794218","doi":"10.5539/jmr.v7n2p29","title":"The Construction of a New Kind of Weakening Buffer Operators","year":2015,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Geoscience and Mining Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Operator (biology); Buffer (optical fiber); Applied mathematics; Algorithm; Computer science; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.002232563,0.00004131767,0.0001541924,0.000217637,0.00003296603,0.00001726976,0.0003183187,0.00005299836,0.000007986522],"category_scores_gemma":[0.0008566497,0.00002600902,0.00003399641,0.000295078,0.0001920845,0.00006799403,0.0000497996,0.0002942037,0.00000372173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000311052,"about_ca_system_score_gemma":0.0001783712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008240168,"about_ca_topic_score_gemma":0.00000412367,"domain_scores_codex":[0.9989247,0.00002626783,0.0003569409,0.0000300676,0.0005105875,0.0001514341],"domain_scores_gemma":[0.9990767,0.0001892424,0.0001017224,0.0001461955,0.0004178052,0.00006836806],"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":[0.0001906887,0.0006111492,0.01025495,0.001640841,0.0008500916,0.00009689351,0.06254759,0.01755645,0.3964761,0.1762097,0.1083818,0.2251837],"study_design_scores_gemma":[0.003077907,0.002411122,0.0007922151,0.001644676,0.00008048031,0.001770032,0.09865885,0.06408793,0.5920058,0.2087044,0.02637808,0.0003885431],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935875,0.000367152,0.004499794,0.0002150987,0.0001690264,0.00004839127,4.059673e-7,0.000007221188,0.001105392],"genre_scores_gemma":[0.9643739,0.0001276872,0.03532952,7.211657e-7,0.0000402398,6.008846e-7,3.389951e-8,0.000007881379,0.0001194021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2247952,"threshold_uncertainty_score":0.1278185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1414497677102726,"score_gpt":0.3701402434534445,"score_spread":0.2286904757431719,"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."}}