{"id":"W2278497546","doi":"10.7287/peerj.preprints.551v1","title":"A systematic review of the use of statistics in studies of restoration ecology of arid areas","year":2014,"lang":"en","type":"review","venue":"","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Arid; Restoration ecology; Ecology; Field (mathematics); Geography; Environmental resource management; Statistics; Environmental science; Biology; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01604804,0.001403503,0.003984718,0.02240484,0.0008236592,0.002829177,0.001817191,0.001639022,0.004722075],"category_scores_gemma":[0.08519423,0.0009146725,0.004313969,0.02673731,0.001555503,0.004318272,0.001822509,0.001432872,0.0006323131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003610355,"about_ca_system_score_gemma":0.01737675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008341491,"about_ca_topic_score_gemma":0.02841521,"domain_scores_codex":[0.9874071,0.004271448,0.00460952,0.000772554,0.002740333,0.0001989768],"domain_scores_gemma":[0.8991691,0.08145162,0.00894389,0.001467785,0.008401318,0.0005663618],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007578597,0.00002081198,0.0007832097,0.6991353,0.001589267,0.0001367618,0.00064532,0.0002319617,0.000255298,0.002028228,0.008199248,0.2868988],"study_design_scores_gemma":[0.0000415258,0.0001094569,0.003882361,0.82211,0.007994685,0.0005176812,0.0006270829,0.00009087368,0.0002803523,0.001902696,0.1623854,0.0000579533],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003070951,0.9976826,0.0004089427,0.00046978,0.0002160777,0.0001025332,0.0002468148,0.00001093837,0.000555192],"genre_scores_gemma":[0.003372607,0.9945845,0.00116578,0.0003548554,0.00006954205,0.0001741254,0.0001480507,0.000006938535,0.000123612],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9839519,"threshold_uncertainty_score":0.08487117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08482900642578504,"score_gpt":0.3204896975752617,"score_spread":0.2356606911494767,"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."}}