{"id":"W2807005149","doi":"10.1177/1940082918779571","title":"Conservation Science and Practice Must Engage With the Realities of Complex Tropical Landscapes","year":2018,"lang":"en","type":"article","venue":"Tropical Conservation Science","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Universiteit Utrecht","keywords":"Tropical forest; Adaptation (eye); Politics; Geography; Key (lock); Environmental resource management; Political science; Ecology; Environmental planning; Biology; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001387872,0.000129615,0.0001392345,0.000102321,0.001577204,0.0001915967,0.000637064,0.00003338388,0.0002335812],"category_scores_gemma":[0.001542244,0.00008343134,0.00001854446,0.001668384,0.01159064,0.0008750941,0.0004741772,0.0001192598,0.00003082079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001289304,"about_ca_system_score_gemma":0.0001653093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001095639,"about_ca_topic_score_gemma":0.0008963244,"domain_scores_codex":[0.9974455,0.0001628873,0.0002441824,0.00045775,0.001379068,0.00031061],"domain_scores_gemma":[0.9982801,0.0005491816,0.0002087221,0.0003678491,0.0004692861,0.0001248826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001810022,0.00007079518,0.9730396,0.00001377872,0.000007888761,0.000002094331,0.002803722,0.00001428002,0.0122855,0.007553943,0.002501829,0.001525512],"study_design_scores_gemma":[0.0003428906,0.0002108262,0.9188188,0.000009066367,0.00002359426,0.00001136695,0.002784738,0.003906352,0.0006483812,0.0001158113,0.07301316,0.0001149803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9564119,0.000008474605,0.001884146,0.03114451,0.00005149758,0.000300922,0.000004669936,0.00003581006,0.0101581],"genre_scores_gemma":[0.9905112,0.00001260231,0.003568686,0.005662751,0.00003853313,0.000007593483,0.000001607589,0.000003913129,0.0001930507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07051133,"threshold_uncertainty_score":0.9997226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0427359445349989,"score_gpt":0.2666932103362341,"score_spread":0.2239572658012352,"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."}}