{"id":"W4233239700","doi":"10.32920/ryerson.14661687","title":"Past, Present And Possible: Toward An Integrated Approach For Natural Heritage Conservation","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Toronto Metropolitan University","funders":"","keywords":"Stewardship (theology); Easement; Incentive; Business; Environmental stewardship; Environmental planning; Environmental resource management; Private sector; Public good; Economics; Political science; Geography; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002544438,0.0002929779,0.0002463591,0.00003587723,0.0001079703,0.0002455799,0.0002641354,0.0001656498,0.0008044575],"category_scores_gemma":[0.00001046666,0.0002645247,0.0000755653,0.0001015415,0.0001715049,0.0003133623,0.001227,0.0002681774,0.00000719701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001960746,"about_ca_system_score_gemma":0.00001601468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00160738,"about_ca_topic_score_gemma":0.0002472908,"domain_scores_codex":[0.9982731,0.00009336843,0.0003035007,0.000796092,0.0002914405,0.00024244],"domain_scores_gemma":[0.9992963,0.0000281504,0.0001260144,0.000409293,0.00001346818,0.000126752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007569844,0.004475243,0.2123758,0.003209887,0.0009632973,0.00006426203,0.009927267,0.03093594,0.0213849,0.002621425,0.5315123,0.1817728],"study_design_scores_gemma":[0.002086725,0.0002869312,0.2978433,0.00009751571,0.0002048094,0.00001592209,0.01145059,0.4893208,0.002184419,0.000712222,0.1939623,0.001834421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7665144,0.0003933877,0.1912733,0.01570796,0.0007361682,0.005349575,0.00009925679,0.0003788649,0.01954708],"genre_scores_gemma":[0.7579151,0.0001152192,0.2156182,0.007350408,0.0001626706,0.000725894,0.003466177,0.00005986713,0.01458641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4583849,"threshold_uncertainty_score":0.9999807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03234641981591446,"score_gpt":0.250712192396378,"score_spread":0.2183657725804635,"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."}}