{"id":"W7095949268","doi":"","title":"25 Chapter 2 Sand Hill Arthropods in Canadian Grasslands","year":2013,"lang":"en","type":"article","venue":"","topic":"Collembola Taxonomy and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Predation; Burrow; Sand dune stabilization; Habitat; Fauna; Grassland","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009537248,0.00007035963,0.0001012789,0.00001544191,0.0001518986,0.00002428475,0.00007509302,0.00005897312,0.01170332],"category_scores_gemma":[0.00001635642,0.00002298084,0.00002834024,0.0001051552,0.00004219152,0.00007721158,0.00002652068,0.00005760104,0.0003747022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002531037,"about_ca_system_score_gemma":0.00000587135,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5649354,"about_ca_topic_score_gemma":0.9846373,"domain_scores_codex":[0.9994019,0.00001524157,0.0001027849,0.0001382375,0.0000319149,0.0003098701],"domain_scores_gemma":[0.9997652,0.00005177113,0.00001398101,0.00002203866,0.00001899815,0.0001280726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002174943,0.00001992815,0.9028481,6.651086e-7,0.000008376046,0.000004730608,0.00004394963,4.277537e-7,0.0007366368,0.001098404,0.008854424,0.08638223],"study_design_scores_gemma":[0.00005488914,0.00004541444,0.8264264,0.000001404246,9.038395e-7,0.000001250282,0.0002173608,0.00002890509,0.00003796725,0.0003424903,0.1727681,0.00007492158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.872287,0.00006137238,1.036959e-7,0.009178939,0.00007211343,0.0001382742,0.000003999417,0.00001535194,0.1182429],"genre_scores_gemma":[0.9972022,0.00003697429,0.00001455269,0.0008317974,0.00005847971,0.00003594718,0.000005067266,1.821118e-7,0.001814849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4197019,"threshold_uncertainty_score":0.9892001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01278603578132851,"score_gpt":0.179951497172107,"score_spread":0.1671654613907785,"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."}}