{"id":"W4323349264","doi":"10.1016/j.pld.2023.03.002","title":"A rapid transition from spruce-fir to pine-broadleaf forests in response to disturbances and climate warming on the southeastern Qinghai-Tibet Plateau","year":2023,"lang":"en","type":"article","venue":"Plant Diversity","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chinese Academy of Sciences; National Natural Science Foundation of China; Canadian Anesthesiologists' Society","keywords":"Environmental science; Climate change; Global warming; Plateau (mathematics); Disturbance (geology); Evergreen; Forest ecology; Agroforestry; Ecology; Ecosystem; Forestry; Geography; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003695466,0.0001432983,0.0001540011,0.0005058265,0.0005177813,0.0004411501,0.0001917121,0.0001455858,0.0007489088],"category_scores_gemma":[0.0002539236,0.00007994044,0.0001616037,0.0006299663,0.0003523146,0.0002129724,0.0002104472,0.0001624741,0.00004246574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000540353,"about_ca_system_score_gemma":0.0004096006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03490218,"about_ca_topic_score_gemma":0.05535625,"domain_scores_codex":[0.9998901,0.00002516893,0.000009141315,0.00002935757,0.00001644271,0.00002979223],"domain_scores_gemma":[0.9998053,0.00002719597,0.00005806085,0.000009976158,0.00003288456,0.00006660277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00010817,0.00003151382,0.969218,0.00007491535,0.00008007941,0.0004906455,0.001074842,0.0009334786,0.0138043,0.0001942748,0.0002254963,0.01376423],"study_design_scores_gemma":[0.000001506429,0.000009888729,0.9994515,0.000002340586,0.000003865888,0.00002670772,0.0001233388,0.0002299239,0.00003751457,0.00001782982,0.00009368904,0.000002026735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999516,0.00007936503,0.00005926924,0.00002352272,0.000001593663,0.000002193371,0.0000695312,0.000004157395,0.0002443627],"genre_scores_gemma":[0.9996897,0.00003581496,0.00003928701,0.00001190307,0.000002443026,0.000002616589,0.0001255869,6.450535e-7,0.00009214877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03490218,"threshold_uncertainty_score":0.06939805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02015089177023107,"score_gpt":0.2175915116836279,"score_spread":0.1974406199133968,"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."}}