{"id":"W7139240040","doi":"","title":"More than a grade","year":2012,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Earthquake and Disaster Impact Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002296337,0.00002312496,0.0001355118,0.00001955165,0.000593419,0.00005423922,0.0001866087,0.00006171298,0.0001741357],"category_scores_gemma":[0.00004488086,0.00008785924,0.00008901853,0.0002023361,0.0004937774,0.0005135072,0.00007346988,0.00005930625,0.00004864099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000341888,"about_ca_system_score_gemma":0.00005148976,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3742978,"about_ca_topic_score_gemma":0.6604444,"domain_scores_codex":[0.9991812,0.00006412432,0.00005198204,0.0001161771,0.0002473306,0.0003392241],"domain_scores_gemma":[0.9995447,0.00003852691,0.00005471405,0.0001115173,0.00006230806,0.0001882753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003636369,0.0001922163,0.6823435,0.00002137924,0.00004462826,0.00002154409,0.0478926,2.37271e-7,0.00002274849,0.00004012225,0.01405547,0.2553619],"study_design_scores_gemma":[0.0002287517,0.00001608894,0.9266469,0.00002681421,0.00001980121,0.000003584383,0.06558418,6.53828e-7,1.523451e-7,0.0001552077,0.007223647,0.00009423852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724212,0.0004013134,0.00003311336,0.0004269746,0.0001485071,0.0001016771,0.00003313022,0.00005609247,0.02637799],"genre_scores_gemma":[0.9965522,0.0001746987,0.0001130605,0.00007278885,0.0001000564,1.569579e-7,0.00000257031,0.000004627271,0.002979782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2861466,"threshold_uncertainty_score":0.6298688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191737660746978,"score_gpt":0.2355468307272088,"score_spread":0.213629454119739,"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."}}