{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"7c462573fa02","filters":{"venue":"Vegetation Classification and Survey"}},"results":[{"id":"W4414179332","doi":"10.3897/vcs.160378","title":"A National Vegetation Plot Database for Great Britain","year":2025,"lang":"en","type":"article","venue":"Vegetation Classification and Survey","topic":"Botany and Plant Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Collège Boréal","funders":"Centre for Ecology and Hydrology; Natural Environment Research Council; Scottish Government; Rural and Environment Science and Analytical Services Division","keywords":"Vegetation (pathology); Plot (graphics); Vegetation classification; National database; Vegetation types; Crown (dentistry)","authors":[{"name":"Zeke Marshall","is_ca":false},{"name":"Claire M. Wood","is_ca":false},{"name":"E. P. Mountford","is_ca":false},{"name":"J. S. Rodwell","is_ca":false},{"name":"Ian B. Strachan","is_ca":false},{"name":"Oliver L. Pescott","is_ca":false},{"name":"Irina Tatarenko","is_ca":false},{"name":"John Hodgson","is_ca":false},{"name":"Kevin J. Walker","is_ca":false},{"name":"James Latham","is_ca":false},{"name":"Lindsay C. Maskell","is_ca":false},{"name":"Andrea J. Britton","is_ca":false},{"name":"Robin J. Pakeman","is_ca":false},{"name":"Tom Dargie","is_ca":true},{"name":"Ruth J. Mitchell","is_ca":false},{"name":"Laurence Jones","is_ca":false},{"name":"Alison J. Hester","is_ca":false},{"name":"L.E. Ross","is_ca":false},{"name":"Sarah E. Dalrymple","is_ca":false},{"name":"Carly Stevens","is_ca":false},{"name":"E.C. Rowe","is_ca":false},{"name":"Frances McCullagh","is_ca":false},{"name":"Stephen G. Willis","is_ca":false},{"name":"R.H. Marrs","is_ca":false},{"name":"Lisa Norton","is_ca":false},{"name":"Simon M. Smart","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09353577118115691,"gpt":0.2990951006610287,"spread":0.2055593294798718,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008607781,0.00008517187,0.0001089974,0.00002750619,0.0002977463,0.00004964957,0.00006623777,0.00007477384,0.000012949],"category_scores_gemma":[0.0005666803,0.00004338431,0.00002782989,0.0002587747,0.0000557044,0.0001304263,0.0000145766,0.00004971223,0.0000105982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002131114,"about_ca_system_score_gemma":0.00002171241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006242253,"about_ca_topic_score_gemma":0.006868559,"domain_scores_codex":[0.999175,0.0001653182,0.0001980765,0.0002439808,0.0001042735,0.0001133411],"domain_scores_gemma":[0.9981324,0.001424514,0.00007657424,0.00002939946,0.0003066004,0.0000304842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003048587,0.000234464,0.7416717,0.000148189,0.0001409653,5.860542e-7,0.0002006046,0.00002812988,0.05607171,0.09538832,0.01367078,0.0921397],"study_design_scores_gemma":[0.0002160331,0.00003407884,0.984759,0.00001659286,0.00001016208,6.930745e-7,0.00005994047,0.00538941,0.0000869107,0.001874371,0.007468628,0.00008418387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891379,0.000707315,0.001313374,0.00449779,0.0002911502,0.0005529012,0.0003357292,0.00008614072,0.00307768],"genre_scores_gemma":[0.9968556,0.0001063184,0.000213521,0.0006373763,0.00004569762,0.0001008765,0.00141042,5.832949e-7,0.0006296267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2430873,"threshold_uncertainty_score":0.3832817,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}