{"id":"W2012248276","doi":"10.1007/s11270-007-9589-4","title":"The Big Biosphere Experiment","year":2007,"lang":"en","type":"article","venue":"Water Air & Soil Pollution","topic":"Earth Systems and Cosmic Evolution","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Biosphere; Stupidity; Consumption (sociology); Population; Profit (economics); Natural resource economics; Business; Economy; Development economics; Economics; Ecology; Sociology; Psychology; Social science; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.006258255,0.0005237617,0.0007952668,0.0003555486,0.002233861,0.001419223,0.0008289792,0.001211065,0.01586288],"category_scores_gemma":[0.007587122,0.0003859026,0.0004048053,0.0009012775,0.001822117,0.00246211,0.002524943,0.002495061,0.002032693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007479998,"about_ca_system_score_gemma":0.00190101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01107091,"about_ca_topic_score_gemma":0.01840613,"domain_scores_codex":[0.997724,0.001391833,0.00003769101,0.0002813443,0.0003147684,0.0002504326],"domain_scores_gemma":[0.9899465,0.003108918,0.0008530259,0.003527572,0.0004593538,0.002104632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.01313196,0.001468345,0.02700733,0.0002704381,0.0006586749,0.0003174934,0.001010023,0.003921477,0.001601048,0.2608578,0.6396776,0.0500778],"study_design_scores_gemma":[0.01033476,0.001017983,0.09325875,0.0001432006,0.0003799992,0.0003256983,0.00130293,0.006613247,0.002600997,0.446694,0.4370621,0.0002663144],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5189186,0.002198994,0.01431012,0.1163795,0.004665891,0.0006912645,0.1631301,0.001878345,0.1778271],"genre_scores_gemma":[0.8786964,0.0008333559,0.01256226,0.01488664,0.001069378,0.001912699,0.03960195,0.0006580632,0.04977937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01586288,"threshold_uncertainty_score":0.05306661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009856482356253858,"score_gpt":0.1980058423268977,"score_spread":0.1881493599706438,"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."}}