{"id":"W3021342916","doi":"10.1016/b978-0-12-416620-2.00006-0","title":"Conclusions","year":2014,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","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":["insufficient_payload"],"category_scores_codex":[0.001812698,0.0008964092,0.0004234209,0.001181761,0.001542805,0.006041992,0.00166821,0.001853078,0.4763767],"category_scores_gemma":[0.005180748,0.0002355348,0.0009107739,0.0009952845,0.001102966,0.003829741,0.002085068,0.00215715,0.2417732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002966366,"about_ca_system_score_gemma":0.003743245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009454523,"about_ca_topic_score_gemma":0.009418047,"domain_scores_codex":[0.9987634,0.0001459592,0.00003752992,0.0002717158,0.0005827426,0.0001986835],"domain_scores_gemma":[0.9983652,0.0002445816,0.00006208989,0.0002127419,0.0008340964,0.0002813351],"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":[0.0001269879,0.00005246796,0.000532702,0.0004890456,0.00001335975,0.00009819296,0.0003699607,0.0002103822,0.0008122004,0.07401054,0.7618378,0.1614462],"study_design_scores_gemma":[0.00001000317,0.00000943117,0.0005765838,0.0003102779,0.000008785873,0.00005205817,0.0004771099,0.00005045357,0.0004421608,0.01235932,0.985698,0.000005793323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009317581,0.002060185,0.002534319,0.01509922,0.004791891,0.00007605989,0.001716841,0.0004474549,0.9723423],"genre_scores_gemma":[0.01254016,0.002929679,0.00223472,0.01107615,0.001149159,0.0000946228,0.002154382,0.0005421391,0.967279],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5236233,"threshold_uncertainty_score":0.7468851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01881516857207127,"score_gpt":0.2516306469608911,"score_spread":0.2328154783888198,"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."}}