{"id":"W4255298188","doi":"10.5539/mas.v2n4p0a","title":"Modern Applied Science, Vol. 2, No. 4, July 2008, all in one file, Part A","year":2008,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004997684,0.0005330165,0.0004897378,0.001531799,0.001022972,0.001891922,0.000483152,0.0007097939,0.192123],"category_scores_gemma":[0.00098658,0.0003679308,0.0006079721,0.001566215,0.0008819716,0.001296611,0.001211428,0.0008813605,0.07455804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007004527,"about_ca_system_score_gemma":0.001085877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001005086,"about_ca_topic_score_gemma":0.002598736,"domain_scores_codex":[0.9997003,0.00002995076,0.00002371271,0.00004378919,0.0001797236,0.0000225709],"domain_scores_gemma":[0.9995306,0.00005631519,0.0000423141,0.00009378442,0.0002117974,0.00006523848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001463532,0.0001752064,0.002497779,0.000989646,0.00004896307,0.0003125677,0.0002409231,0.0005584029,0.0221452,0.01801618,0.1502933,0.8045755],"study_design_scores_gemma":[0.00000649356,0.0001036264,0.005078865,0.0001614486,0.00002632145,0.0009336469,0.0001470372,0.0005252322,0.005807892,0.006602129,0.9805972,0.000009995309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03510569,0.1307416,0.01890564,0.01148883,0.009636491,0.0002460888,0.00107471,0.001129445,0.7916715],"genre_scores_gemma":[0.08013216,0.05010652,0.01017833,0.001713494,0.002145565,0.00008774095,0.0008267885,0.000204561,0.8546048],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8078771,"threshold_uncertainty_score":0.6427153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04318649354786622,"score_gpt":0.2479364247454983,"score_spread":0.2047499311976321,"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."}}