{"id":"W2278498134","doi":"10.14288/1.0102597","title":"More than a grade","year":2012,"lang":"en","type":"article","venue":"Open Collections","topic":"Earthquake and Disaster Impact Studies","field":"Social Sciences","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002343844,0.0000462507,0.00007265809,0.00002123348,0.005548188,0.0005826128,0.0001617293,0.00002846303,0.000895892],"category_scores_gemma":[0.0001062297,0.00004232168,0.00003404967,0.0006299061,0.00009923301,0.0004518268,0.00008242419,0.00004673682,0.00006242002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003930122,"about_ca_system_score_gemma":0.00009068677,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04921906,"about_ca_topic_score_gemma":0.03367311,"domain_scores_codex":[0.999412,0.00006872635,0.00006241565,0.00006636985,0.000119793,0.0002706806],"domain_scores_gemma":[0.9996715,0.00005929168,0.00002169322,0.00008700497,0.00002814196,0.0001323736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005510959,0.000166905,0.01432501,0.000001086892,0.00003022938,3.850442e-7,0.06266944,7.410266e-7,0.000004930504,0.003430895,0.9187871,0.0005777947],"study_design_scores_gemma":[0.0001701254,0.00002083641,0.01593266,0.000005220412,0.00001640821,0.000001521063,0.05046674,8.857407e-7,0.00002476025,0.001218238,0.932043,0.00009959316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01050534,0.0001093915,0.00003239115,0.002308142,0.0003723089,0.000260932,0.000007163183,0.00003813776,0.9863662],"genre_scores_gemma":[0.5927474,0.00003391848,0.0001490461,0.0002359579,0.0002327073,0.00004681554,7.84585e-7,0.000003649874,0.4065497],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5822421,"threshold_uncertainty_score":0.9957464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07366714920063715,"score_gpt":0.3774619504233396,"score_spread":0.3037948012227024,"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."}}