{"id":"W4392457219","doi":"10.1061/9780784485309","title":"Geo-Congress 2024","year":2024,"lang":"en","type":"paratext","venue":"","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":["insufficient_payload"],"category_scores_codex":[0.0008572633,0.001076915,0.0005003859,0.002102929,0.002506963,0.005315534,0.0009523323,0.00212546,0.5490233],"category_scores_gemma":[0.002019871,0.000285586,0.0004126008,0.003241981,0.0003974773,0.001862955,0.002204057,0.001765139,0.3092347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003263102,"about_ca_system_score_gemma":0.006443787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04019485,"about_ca_topic_score_gemma":0.102197,"domain_scores_codex":[0.999375,0.00006759652,0.00002345912,0.00007227275,0.0003201533,0.0001415151],"domain_scores_gemma":[0.9987405,0.000088365,0.0000542396,0.00007468272,0.0006717953,0.0003703611],"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":[0.00002052936,0.000005069916,0.00005388132,0.00005100992,9.319184e-7,0.00001358037,0.00001224655,0.00002977085,0.00004630084,0.0008487942,0.991886,0.007031868],"study_design_scores_gemma":[0.000002554308,0.000002758265,0.0002798684,0.00001914781,4.514081e-7,0.000005333834,0.00002435892,0.000009385333,0.00002036496,0.0001051397,0.9995294,0.000001372838],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00109791,0.004219183,0.0004773503,0.00892416,0.01755291,0.0002165377,0.03225629,0.0005663187,0.9346895],"genre_scores_gemma":[0.001992538,0.0011524,0.0001548591,0.0007149934,0.0007336786,0.00007577767,0.008526887,0.0002179189,0.9864309],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4509767,"threshold_uncertainty_score":0.6432635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03751621834964681,"score_gpt":0.3646385416064795,"score_spread":0.3271223232568327,"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."}}