{"id":"W3022180096","doi":"10.1016/b978-0-12-802578-9.00007-x","title":"Preparation Time!","year":2015,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Earthquake and Disaster Impact Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Aside; Speculation; Test (biology); Set (abstract data type); Computer science; Medical education; Psychology; Mathematics education; Medicine; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007292312,0.001085691,0.0006984394,0.001090891,0.002069387,0.005086454,0.0009841397,0.001538428,0.7284522],"category_scores_gemma":[0.002458237,0.0005678307,0.0006605277,0.001103571,0.0005659021,0.003940197,0.004082405,0.002620729,0.6838182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009581553,"about_ca_system_score_gemma":0.002117853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004210891,"about_ca_topic_score_gemma":0.01171778,"domain_scores_codex":[0.9996434,0.00004011515,0.00001886057,0.00006744459,0.0001689119,0.00006133548],"domain_scores_gemma":[0.9992208,0.00009309533,0.00002853259,0.0001061263,0.0002596296,0.000291605],"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":[0.00001836316,0.00001534364,0.00006507657,0.00007383782,0.000001227587,0.00003219555,0.0001097023,0.00003337457,0.0002490188,0.005500227,0.8327391,0.1611625],"study_design_scores_gemma":[0.000002436773,0.000004575207,0.0001110577,0.00005347625,6.718282e-7,0.00002035834,0.00007545237,0.00001340939,0.00004003739,0.0007351379,0.9989414,0.000002000213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004304691,0.001923655,0.001826388,0.004711863,0.007735384,0.00009601007,0.0006294856,0.001057206,0.9815895],"genre_scores_gemma":[0.0004756314,0.0003532642,0.0002744693,0.0004526326,0.0001887746,0.00002272445,0.0001539148,0.0002161937,0.9978625],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7284522,"threshold_uncertainty_score":0.3873299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04682877056928755,"score_gpt":0.3354766221329455,"score_spread":0.2886478515636579,"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."}}