{"id":"W2613686022","doi":"","title":"Prediction is difficult, preparation is critical and possible","year":2014,"lang":"en","type":"article","venue":"","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04304359,0.002397157,0.001852833,0.002800992,0.007668613,0.01292538,0.007568533,0.00884937,0.04349441],"category_scores_gemma":[0.1451063,0.001090208,0.00158344,0.00179434,0.008561819,0.02096271,0.01237903,0.01639888,0.01843816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005868148,"about_ca_system_score_gemma":0.0266201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0039172,"about_ca_topic_score_gemma":0.004538876,"domain_scores_codex":[0.9471527,0.03003514,0.003629316,0.005458144,0.01067932,0.003045279],"domain_scores_gemma":[0.8186726,0.09402679,0.01220032,0.0188153,0.03674409,0.01954086],"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":[0.0002944097,0.0007810838,0.006155314,0.002785162,0.0001456122,0.003318218,0.008679763,0.008390621,0.002831758,0.06331456,0.5951948,0.3081088],"study_design_scores_gemma":[0.00006434058,0.0003344141,0.002554733,0.00390414,0.00006950921,0.001328255,0.02674749,0.008882122,0.001560843,0.270489,0.6837679,0.0002972537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01347042,0.004820544,0.1440016,0.7593312,0.01524283,0.00192517,0.0009960989,0.002670977,0.0575412],"genre_scores_gemma":[0.3143942,0.01737409,0.4881293,0.1081252,0.01078627,0.004593397,0.003785192,0.001901978,0.05091048],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04349441,"threshold_uncertainty_score":0.227639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.021485314881903,"score_gpt":0.3263101060199651,"score_spread":0.3048247911380621,"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."}}