{"id":"W7018947324","doi":"","title":"Embedding GeoCrossWalk Final Report","year":2010,"lang":"en","type":"other","venue":"JISC Information Environment Repository (Jisc)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast; Joint Information Systems Committee; King's College London","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007495237,0.001119499,0.0008541788,0.0009476026,0.0005463251,0.0005411346,0.0007596083,0.001487702,0.009913816],"category_scores_gemma":[0.00008931429,0.001121631,0.0004638842,0.0001908192,0.0004755021,0.001779057,0.0004313107,0.00151266,0.03109576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008557698,"about_ca_system_score_gemma":0.0002025615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003448569,"about_ca_topic_score_gemma":0.00001987404,"domain_scores_codex":[0.9940083,0.0001134908,0.002099637,0.0007707975,0.002079641,0.0009281547],"domain_scores_gemma":[0.9931935,0.00004411041,0.003852616,0.002482406,0.00004376164,0.0003836184],"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":[0.00005599159,0.0001803843,0.001419696,0.0002569122,0.0002913081,0.0004368949,0.000673376,0.001339084,0.003104303,0.0001194057,0.990419,0.001703609],"study_design_scores_gemma":[0.0008179769,0.00006265195,0.001687667,0.0001897501,0.0001948979,0.001652584,0.0001133392,0.0008222458,0.001860954,0.0000124853,0.9913517,0.001233747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002571785,0.0001834584,0.001429059,0.00007403528,0.003040101,0.001556069,0.0002743807,0.001338116,0.989533],"genre_scores_gemma":[0.005688183,0.00006908211,0.004058787,0.0001888745,0.001810205,0.0003919145,0.003002718,0.001185871,0.9836044],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02118194,"threshold_uncertainty_score":0.9998085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006790035037162255,"score_gpt":0.2223283233704714,"score_spread":0.2155382883333092,"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."}}