{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001759195,0.0008185648,0.001160064,0.002360752,0.005650907,0.01004661,0.001234626,0.001798236,0.5800706],"category_scores_gemma":[0.01322637,0.0004696957,0.000689349,0.002163103,0.001033919,0.004185244,0.004260923,0.003243493,0.35717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004109104,"about_ca_system_score_gemma":0.004052738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0210288,"about_ca_topic_score_gemma":0.08209011,"domain_scores_codex":[0.9976287,0.0002648036,0.0001204757,0.0003063578,0.001306787,0.0003728234],"domain_scores_gemma":[0.9881049,0.0005391858,0.0002501616,0.0005598982,0.008426802,0.002118916],"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":[0.00001648373,0.000007722621,0.0000725544,0.00004520727,0.000001552114,0.00002010203,0.00009163797,0.000005075367,0.00005341313,0.001356903,0.9856105,0.01271879],"study_design_scores_gemma":[0.000002770312,0.000006837233,0.0003316296,0.00005196512,0.000001756472,0.00001782542,0.0001817373,0.000009186123,0.00003587318,0.0004342219,0.998921,0.000005222468],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002123984,0.004461146,0.001244979,0.06035119,0.1258023,0.0002646101,0.007133019,0.0009360894,0.7976826],"genre_scores_gemma":[0.00483092,0.001146383,0.0002367416,0.004431266,0.004094595,0.00004180037,0.001332596,0.0003989499,0.9834867],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5800706,"threshold_uncertainty_score":0.5989784,"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."}}