{"id":"W4252910656","doi":"10.1109/mownet.2017.8045936","title":"MoWNet 2017","year":2017,"lang":"en","type":"article","venue":"","topic":"Green IT and Sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.00004255384,0.00003496959,0.00004067789,0.000007162103,0.00008908739,0.00004866057,0.0001407894,0.0000218872,0.0001790781],"category_scores_gemma":[0.00002172246,0.00002897038,0.00001688195,0.000003994322,0.00001993384,0.00009214463,0.00002149239,0.00003405184,0.0001112963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001216969,"about_ca_system_score_gemma":0.000002982026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005758632,"about_ca_topic_score_gemma":0.00005297301,"domain_scores_codex":[0.9997986,0.000001321225,0.00003529054,0.00004206454,0.00003068507,0.00009201667],"domain_scores_gemma":[0.9995649,0.000003653941,0.000004417775,0.0003873059,0.00001156344,0.00002819456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0000101963,0.00004735507,0.3575291,0.000266303,0.00007976895,0.00008729603,0.0006254985,0.002316344,0.001376785,0.03117572,0.4482565,0.1582291],"study_design_scores_gemma":[0.0002803182,0.00001330041,0.8026409,0.000003607003,0.000005435714,0.000003202006,0.00009746725,0.0346565,0.00187627,0.008625807,0.1515564,0.0002407349],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4401802,0.00002515511,0.001039978,0.0001560779,0.0002012286,0.00003896098,7.229012e-7,0.0001739502,0.5581837],"genre_scores_gemma":[0.9946591,0.000003713724,0.0002009587,0.000007891022,0.00003647161,0.000002061969,3.816533e-7,0.000004141414,0.005085323],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5544789,"threshold_uncertainty_score":0.1960779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412587622445923,"score_gpt":0.2339821753119072,"score_spread":0.2198562990874479,"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."}}