{"id":"W2032323033","doi":"10.1068/a44352","title":"Field Expertise in Rural Land Management","year":2012,"lang":"en","type":"article","venue":"Environment and Planning A Economy and Space","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture Food and Rural Development","funders":"Economic and Social Research Council","keywords":"Stewardship (theology); Negotiation; Underpinning; Field (mathematics); Context (archaeology); Work (physics); Land management; Natural (archaeology); Land use; Sociology; Environmental planning; Environmental resource management; Public relations; Political science; Engineering; Geography; Social science; Archaeology; Economics; Civil engineering; Politics; Law","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":[0.008409983,0.0001460459,0.0002116112,0.001672575,0.008281836,0.004198845,0.0009875891,0.002151328,0.007743884],"category_scores_gemma":[0.01577887,0.0002441413,0.00009426429,0.001431561,0.01367597,0.004817787,0.006105801,0.001607109,0.0004892356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004205072,"about_ca_system_score_gemma":0.005794854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009555802,"about_ca_topic_score_gemma":0.01250743,"domain_scores_codex":[0.9897856,0.007838234,0.000222771,0.000511493,0.0006433879,0.0009985341],"domain_scores_gemma":[0.9768631,0.01719768,0.001846057,0.000540094,0.001238863,0.002314124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007847184,0.0001725387,0.02655732,0.0006181193,0.00001456252,0.003412363,0.5580149,0.001563579,0.001494384,0.1940306,0.01370162,0.2003416],"study_design_scores_gemma":[0.00002270062,0.0001831856,0.02606208,0.001132261,0.000009137335,0.002039602,0.5247674,0.001139559,0.0004631722,0.100509,0.3436231,0.00004885644],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5844932,0.01545268,0.01726673,0.05707004,0.0003465949,0.0001193315,0.00004109106,0.00005898441,0.3251514],"genre_scores_gemma":[0.9912984,0.001592584,0.001379098,0.0008408539,0.00005828236,0.00001708147,0.000006328352,0.000006894037,0.004800481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009555802,"threshold_uncertainty_score":0.04447675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008732193587827841,"score_gpt":0.1826742065877607,"score_spread":0.1739420129999329,"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."}}