{"id":"W4239745260","doi":"10.5840/symposium200711250","title":"The Third Annual Symposium Book Award","year":2007,"lang":"en","type":"article","venue":"Symposium","topic":"Earthquake and Disaster Impact Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001741846,0.000142428,0.0001488653,0.00004548717,0.002167349,0.0001687453,0.0003851619,0.0001027634,0.00004162625],"category_scores_gemma":[0.0001147112,0.0001039602,0.0001168915,0.0002296098,0.0005683115,0.0003466935,0.0001008778,0.0001586306,0.0004448643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007760543,"about_ca_system_score_gemma":0.0001461717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000769533,"about_ca_topic_score_gemma":0.003885853,"domain_scores_codex":[0.9980599,0.0001267402,0.0002567464,0.0002177278,0.0005366213,0.0008022257],"domain_scores_gemma":[0.9988026,0.0004745478,0.00008523883,0.000277451,0.0001433199,0.0002168136],"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":[0.0002307332,0.0001900834,0.03128679,0.00002398103,0.0001910863,0.00005664508,0.291817,0.00001107887,0.002554371,0.09096608,0.574334,0.008338194],"study_design_scores_gemma":[0.0001802301,0.00006920093,0.006546116,0.000009988437,0.00001876079,0.000001881413,0.0254689,7.469509e-7,0.0003548481,0.0006495433,0.9665305,0.0001692821],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0422538,0.002032367,0.0001212294,0.04876057,0.002055022,0.0003631021,0.00001386162,0.0002319947,0.9041681],"genre_scores_gemma":[0.9114649,0.001719481,0.00003789468,0.002992032,0.001550015,0.00001376267,0.000002263949,0.00002036107,0.08219926],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8692111,"threshold_uncertainty_score":0.9991317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012979794950024,"score_gpt":0.2956373192033757,"score_spread":0.2826575242533517,"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."}}