{"id":"W3215093786","doi":"10.1111/avsc.12627","title":"Phytosociological survey of the desert vegetation of Sinai, Egypt","year":2021,"lang":"en","type":"article","venue":"Applied Vegetation Science","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Al-Azhar University; Cairo University; Johns Hopkins University","keywords":"Vegetation (pathology); Mediterranean climate; Geography; Ecology; Desert (philosophy); Ordination; Physical geography; Biology; Archaeology","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":[0.001158889,0.00008503104,0.0001609192,0.00002966756,0.0002740346,0.000009406234,0.000350639,0.00005607047,0.00006087365],"category_scores_gemma":[0.000640078,0.00006267158,0.00004052446,0.001293282,0.001944982,0.0001524866,0.0002375866,0.00009396103,0.00004544341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006015373,"about_ca_system_score_gemma":0.0001216139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000378446,"about_ca_topic_score_gemma":0.0007482429,"domain_scores_codex":[0.9986558,0.0001139285,0.0003100003,0.0003031317,0.000439668,0.0001774908],"domain_scores_gemma":[0.9989663,0.0003285818,0.0002630728,0.0002556853,0.0001527012,0.00003362593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000141614,0.0001395165,0.7377501,0.00002776178,0.0000124806,6.829413e-7,0.001606461,0.01408831,0.2178061,0.02630782,0.00003156154,0.002215083],"study_design_scores_gemma":[0.0001488279,0.00001711188,0.9535883,0.000006882103,0.000007520009,0.000001617664,0.00009176369,0.001929172,0.03810813,0.006026033,0.000008644138,0.00006599402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764755,0.00005873114,0.001667936,0.0001408114,0.0001515773,0.0001404311,0.000001738383,0.000009726543,0.0213535],"genre_scores_gemma":[0.9978397,0.00001240269,0.001874435,0.0001739098,0.000004213241,0.00001444952,0.000003795787,0.000003466538,0.00007356361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2158383,"threshold_uncertainty_score":0.7166367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02380512078226952,"score_gpt":0.2675253629956173,"score_spread":0.2437202422133478,"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."}}