{"id":"W2527890987","doi":"10.1177/194008291600900107","title":"Classification of Landscape Types Based on Land Cover, Successional Stages and Plant Functional Groups in a Species-Rich Forest in Hainan Island, China","year":2016,"lang":"en","type":"article","venue":"Tropical Conservation Science","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Geography; Ecology; China; Land cover; Agroforestry; Land use; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002811333,0.00006380465,0.00009751516,0.000109076,0.00009595839,0.00001075493,0.00009397926,0.0000364823,0.0002456733],"category_scores_gemma":[0.0002656155,0.00004152219,0.000009416274,0.0003676621,0.0005280592,0.0002111527,0.00004422144,0.00005868759,0.00001453329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007292908,"about_ca_system_score_gemma":0.00003921767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005307882,"about_ca_topic_score_gemma":0.005752463,"domain_scores_codex":[0.9991496,0.00004630612,0.0001831151,0.0002300632,0.0002612322,0.0001296966],"domain_scores_gemma":[0.9994785,0.0003179216,0.0000757995,0.0000808335,0.00001631776,0.00003062524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008936787,0.00005740393,0.9905534,0.000003616476,6.412313e-7,0.000001002569,0.00004838148,0.001035946,0.001208215,0.006814477,0.00007958726,0.0001079304],"study_design_scores_gemma":[0.0006577456,0.00007419196,0.9525657,0.00002145254,0.000001176525,6.664432e-7,0.00001320167,0.04558935,0.00003589049,0.0009032264,0.00008268448,0.00005476341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940709,0.000006889767,0.001516866,0.003209922,0.00004892607,0.00009144968,0.00001479388,0.000005510725,0.001034752],"genre_scores_gemma":[0.9994729,0.00001313305,0.0001323492,0.0001761447,0.000006640986,0.00001199386,0.000005868668,0.000001795096,0.000179216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0445534,"threshold_uncertainty_score":0.321001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176276183102506,"score_gpt":0.2345377886040891,"score_spread":0.2169101702938385,"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."}}