{"id":"W4383756930","doi":"10.56687/9781529217445","title":"Land Renewed","year":2021,"lang":"en","type":"book","venue":"Bristol University Press eBooks","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Environmental science; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0003853687,0.0003050178,0.0003359349,0.000746836,0.002205955,0.005356778,0.0006600438,0.001939131,0.07907226],"category_scores_gemma":[0.001023768,0.0001712156,0.0003365687,0.0008728303,0.002464559,0.004047608,0.003364655,0.002517655,0.02303164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00251683,"about_ca_system_score_gemma":0.001785672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004371183,"about_ca_topic_score_gemma":0.01486314,"domain_scores_codex":[0.9995335,0.00008856793,0.00001330305,0.0000799356,0.000204897,0.00007964757],"domain_scores_gemma":[0.9997696,0.00003303165,0.00001155256,0.00006257883,0.00006353358,0.00005965707],"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":[0.00001638513,0.00002150102,0.0002010162,0.0001481652,0.000005097374,0.0001840538,0.002017228,0.0001235139,0.0005026602,0.3428061,0.534432,0.1195423],"study_design_scores_gemma":[4.81684e-7,0.000001884764,0.00006114643,0.00002452712,4.4583e-7,0.00003702415,0.0001500266,0.000008986629,0.00002102653,0.002739467,0.9969541,8.257332e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001540333,0.01233857,0.001019502,0.01115074,0.004064644,0.00002310718,0.0001321154,0.0001405983,0.9695904],"genre_scores_gemma":[0.01519475,0.004139723,0.0006676527,0.003291069,0.0005254614,0.00001968898,0.0001312903,0.0001101875,0.9759202],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07907226,"threshold_uncertainty_score":0.2645231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01894292139626022,"score_gpt":0.1634204118672052,"score_spread":0.144477490470945,"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."}}