{"id":"W4230226938","doi":"10.5539/mas.v3n6p0b","title":"Modern Applied Science, Vol. 3, No. 6, June 2009, all in one file, Part B","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Evaluation and Optimization Models","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Tianjin City","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001315528,0.0002755903,0.0002846389,0.0006326106,0.0003018093,0.0002553569,0.0009641955,0.00009887145,0.000535586],"category_scores_gemma":[0.000111469,0.0002960491,0.00003446477,0.00211115,0.0005478929,0.0005641038,0.0000965845,0.0002760796,0.0004932193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002678893,"about_ca_system_score_gemma":0.0002755132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003296683,"about_ca_topic_score_gemma":0.00001413359,"domain_scores_codex":[0.996448,0.000009101026,0.0004686537,0.0007946001,0.001395467,0.0008842266],"domain_scores_gemma":[0.9986217,0.00003218291,0.00007105765,0.0006298885,0.0003397806,0.0003053833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009961056,0.00008236956,0.000005605851,0.000007834999,0.000002302133,6.75021e-7,0.0006677831,0.7729428,0.2105595,0.00301796,0.004630812,0.008072315],"study_design_scores_gemma":[0.0005044141,0.0000126256,0.0007266044,0.00001510426,0.000005362696,5.955157e-7,0.00001698763,0.9837877,0.00529668,0.007855874,0.001413573,0.0003645413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007199985,0.00008050049,0.7336072,0.0001453255,0.0006618208,0.0008824224,0.00003805334,0.000649792,0.2567348],"genre_scores_gemma":[0.9769364,0.00003243306,0.02079352,0.0009541404,0.000121519,0.0000970663,0.00002784533,0.00002868313,0.001008407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9697364,"threshold_uncertainty_score":0.9999492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03631280161802797,"score_gpt":0.2563513877074852,"score_spread":0.2200385860894573,"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."}}