{"id":"W7115815787","doi":"","title":"SPATIOTEMPORAL VARIATION IN ECOSYSTEMS","year":2015,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Ecosystem; Dynamism; Inference; Ectotherm; Temporal scales; Variation (astronomy); Spatial ecology; Spatial analysis; Stability (learning theory)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003952825,0.0002347588,0.000378663,0.0001280616,0.00008699802,0.0000497117,0.0003871769,0.0004267473,0.2216905],"category_scores_gemma":[0.00004888014,0.0002456924,0.0001217675,0.0008672449,0.00003094283,0.0003102485,0.0001079171,0.000247086,0.0007011469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001753512,"about_ca_system_score_gemma":0.00005349482,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01494001,"about_ca_topic_score_gemma":0.1427764,"domain_scores_codex":[0.9982585,0.0002278011,0.0002967006,0.000531279,0.0003817474,0.0003040066],"domain_scores_gemma":[0.9993274,0.00003364788,0.0002433266,0.000232381,0.00003142796,0.0001318068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001046348,0.0009110295,0.4820989,0.0007352948,0.0002754583,0.0008165612,0.0136454,0.01789181,0.0004237836,0.0009257763,0.01310005,0.4681296],"study_design_scores_gemma":[0.001132361,0.0001475778,0.1917812,0.00009532218,0.0001343736,0.000002117585,0.01476601,0.003802232,0.0000174896,0.001471137,0.785875,0.0007751429],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3341179,0.00002084615,0.00004402769,0.00004514398,0.0002517155,0.0003635587,0.000007486413,0.00004112094,0.6651081],"genre_scores_gemma":[0.4788834,0.000004422129,0.00006628434,0.00001627194,0.00003807925,0.00000279503,0.0001339136,0.00001416069,0.5208406],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7727749,"threshold_uncertainty_score":0.9999995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01053096671206535,"score_gpt":0.1998573325864564,"score_spread":0.1893263658743911,"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."}}