{"id":"W7018699366","doi":"","title":"ES 78 | Developmetrics | David Lloyd","year":2020,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Continuing education; George (robot)","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":[0.004073711,0.0008133236,0.0004406224,0.002980457,0.001912718,0.006205261,0.0009493143,0.001356826,0.3435145],"category_scores_gemma":[0.0164929,0.0005598785,0.0002806398,0.003097832,0.001078813,0.003592839,0.002697782,0.002638444,0.1560752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004475823,"about_ca_system_score_gemma":0.004125187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01329326,"about_ca_topic_score_gemma":0.02098785,"domain_scores_codex":[0.9953678,0.0004763335,0.0001321321,0.0005554736,0.00317941,0.0002888124],"domain_scores_gemma":[0.9892596,0.00123882,0.0004704865,0.0009774074,0.005374473,0.002679095],"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":[0.000005512052,0.00001036471,0.0001448258,0.00001400184,3.469103e-7,0.000009762117,0.00001957535,0.00001680915,0.0000243302,0.00250652,0.9710804,0.0261675],"study_design_scores_gemma":[0.000001326539,0.000003198466,0.000222512,0.00001324368,1.996466e-7,0.00001527876,0.00001676478,0.0000226229,0.00002624527,0.000200233,0.9994763,0.000002096849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001132785,0.003096526,0.001983295,0.04276202,0.00375696,0.0001428213,0.00357394,0.00477889,0.9387728],"genre_scores_gemma":[0.004951624,0.001893947,0.001012082,0.00244244,0.0007080445,0.00006968994,0.001079909,0.00109316,0.9867491],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6564856,"threshold_uncertainty_score":0.936397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009501012854195167,"score_gpt":0.1922600961477392,"score_spread":0.1827590832935441,"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."}}