{"id":"W4389516060","doi":"10.48044/jauf.2023.028","title":"Legible Landscapes: Incentivizing Forest Knowledge and Action in Southern Ontario","year":2023,"lang":"en","type":"article","venue":"Arboriculture & Urban Forestry","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Stewardship (theology); Environmental resource management; Incentive; Forest management; Context (archaeology); Business; Legibility; Scholarship; Environmental planning; Geography; Public relations; Political science; Forestry; Economics","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00207814,0.0001608096,0.000197853,0.0008930644,0.01127833,0.005301801,0.001246024,0.0007140838,0.004680037],"category_scores_gemma":[0.005134959,0.0002080304,0.0001499863,0.001322713,0.009288869,0.00168298,0.004032705,0.0008633631,0.0001372441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1032569,"about_ca_system_score_gemma":0.1214917,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9569215,"about_ca_topic_score_gemma":0.990584,"domain_scores_codex":[0.9977266,0.0005131873,0.00006008697,0.0002536104,0.000704216,0.00074233],"domain_scores_gemma":[0.9949827,0.001364416,0.0004707972,0.0003846606,0.001087712,0.001709781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000211276,0.0002767706,0.1629786,0.000587188,0.00004160581,0.002707724,0.5755401,0.00342531,0.006777946,0.09192217,0.01630208,0.1392292],"study_design_scores_gemma":[0.00003174816,0.0001402967,0.1844994,0.0004049798,0.00003236903,0.0002229812,0.4520301,0.003323768,0.001387303,0.01316278,0.3446823,0.00008199003],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.894439,0.0004249792,0.001605732,0.007135295,0.00002617143,0.0001786754,0.0001397707,0.0000495929,0.09600082],"genre_scores_gemma":[0.9923408,0.0001429936,0.0005744972,0.0001204809,0.000002906857,0.00002833159,0.00003272913,0.000005918785,0.006751241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1032569,"threshold_uncertainty_score":0.7491846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0133893872431287,"score_gpt":0.2290674759603274,"score_spread":0.2156780887171988,"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."}}