{"id":"W646752220","doi":"10.1017/cbo9780511973895.022","title":"Elemental cycles","year":2011,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science","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":[0.0002063268,0.0005707194,0.0003672452,0.0005930628,0.001137057,0.0020709,0.0009705062,0.0007571529,0.04569969],"category_scores_gemma":[0.0006486866,0.0002949712,0.0003568092,0.0006556654,0.001818455,0.00293399,0.001498773,0.001057559,0.01062186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001372928,"about_ca_system_score_gemma":0.0007314974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001484984,"about_ca_topic_score_gemma":0.002266099,"domain_scores_codex":[0.9998011,0.00003123952,0.000007957257,0.00006656382,0.00006882989,0.0000242522],"domain_scores_gemma":[0.9998838,0.00001959368,0.000007196312,0.0000367899,0.00003907643,0.00001363723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001018505,0.000008790148,0.00008486598,0.00006406979,0.000006262929,0.00003044123,0.0001512044,0.00120324,0.0006818477,0.9435623,0.01994008,0.03425677],"study_design_scores_gemma":[0.00000470309,0.000009053115,0.0001290073,0.00004204478,0.00000344354,0.0001109541,0.00006286288,0.001332347,0.0005145189,0.4389339,0.5588498,0.000007471288],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004712921,0.006593392,0.04704743,0.001895403,0.0009361768,0.0000642655,0.0005400675,0.0003913337,0.937819],"genre_scores_gemma":[0.158967,0.01062037,0.04039546,0.001221105,0.0005145778,0.0003198512,0.001118974,0.0007989948,0.7860435],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04569969,"threshold_uncertainty_score":0.1528807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01539128096032773,"score_gpt":0.1624070808044689,"score_spread":0.1470157998441412,"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."}}