{"id":"W4251560398","doi":"10.1016/j.lwt.2014.10.031","title":"Preface","year":2014,"lang":"en","type":"article","venue":"LWT","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Computer science","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":[0.001750977,0.0009901668,0.0006374153,0.003686893,0.002369116,0.00339964,0.001368141,0.0008721839,0.6123888],"category_scores_gemma":[0.02026851,0.0002901841,0.0006314754,0.002068472,0.0005134683,0.002129356,0.002065371,0.00298441,0.4889359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001862248,"about_ca_system_score_gemma":0.002509327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006154727,"about_ca_topic_score_gemma":0.007808648,"domain_scores_codex":[0.9992104,0.0001325356,0.00005383707,0.0001186201,0.0004161308,0.00006848315],"domain_scores_gemma":[0.992228,0.001534985,0.0002230697,0.0005975482,0.004605468,0.0008109637],"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":[0.00001769045,0.00001237093,0.000051481,0.00005272773,9.730603e-7,0.00001876588,0.00002545888,0.00002221698,0.00004326346,0.001550843,0.979979,0.01822516],"study_design_scores_gemma":[0.000004214099,0.000007099329,0.0001977459,0.0001142353,0.000001738605,0.00003148946,0.00005102682,0.00002222478,0.00007427049,0.001661325,0.9978305,0.000004302143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001108313,0.006644628,0.00912494,0.02976928,0.2313275,0.001050091,0.02935583,0.002816811,0.6888025],"genre_scores_gemma":[0.00318965,0.002687943,0.002615345,0.007330543,0.0191086,0.0005206366,0.01318829,0.001191861,0.9501672],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3876112,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006026835739038953,"score_gpt":0.2190536909384408,"score_spread":0.2130268551994018,"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."}}