{"id":"W2792598183","doi":"","title":"Species relative abundance and aboveground biomass production driven by climate change and stand ageing","year":2015,"lang":"en","type":"dissertation","venue":"Knowledge Commons (Lakehead University)","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomass (ecology); Abundance (ecology); Environmental science; Climate change; Production (economics); Ageing; Ecology; Forestry; Geography; Biology; Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001452428,0.000308364,0.0002835431,0.0002657928,0.0004582237,0.00008412527,0.0002297021,0.0001875259,0.0001312348],"category_scores_gemma":[0.00002391874,0.0003435511,0.0000431858,0.0004848722,0.0003634249,0.000852729,0.0002899486,0.0002475366,0.0001648863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003826007,"about_ca_system_score_gemma":0.00001904048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003369661,"about_ca_topic_score_gemma":0.1438616,"domain_scores_codex":[0.9987105,0.00009968698,0.0001466067,0.000531701,0.000180807,0.0003306846],"domain_scores_gemma":[0.9993437,0.00003862411,0.000173926,0.0002500877,0.00003506296,0.0001586035],"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":[0.0009156837,0.0007293238,0.5163317,0.001996799,0.0004359318,0.0002743177,0.08178804,0.000008184377,0.003312654,0.02769811,0.3215618,0.04494743],"study_design_scores_gemma":[0.0005206551,0.0001130823,0.202019,0.0002529128,0.0001552701,0.00000277569,0.0006659229,0.00005077031,0.00004795576,0.0002457131,0.7954314,0.0004945125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6597851,0.001370466,0.000003610337,0.0001802382,0.0002992407,0.0004066594,0.00006587339,0.00005803135,0.3378308],"genre_scores_gemma":[0.7112492,0.0002737813,0.00002189736,0.000002249607,0.0001209222,0.000004926453,0.0003476686,0.0000362489,0.2879431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4738696,"threshold_uncertainty_score":0.9999017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03408937513814624,"score_gpt":0.2488519262092382,"score_spread":0.214762551071092,"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."}}