{"id":"W7013021306","doi":"","title":"Guelph","year":2009,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","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":[0.0001247562,0.000283805,0.0002894939,0.0002607875,0.0001679974,0.0001103111,0.0004549967,0.0001438263,0.0000204982],"category_scores_gemma":[0.00001670963,0.0003219577,0.0001306475,0.0003866898,0.00005801084,0.000910221,0.00008092085,0.0003820469,0.0002704549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001666091,"about_ca_system_score_gemma":0.00001592108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.433657e-7,"about_ca_topic_score_gemma":0.002958436,"domain_scores_codex":[0.9987589,0.00005224108,0.0001828901,0.0003178645,0.0002294855,0.0004586227],"domain_scores_gemma":[0.9992471,0.00004415581,0.00003269318,0.0004300543,0.00006321759,0.0001827687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002220826,0.00004099478,0.9954337,0.00002853659,0.00005039689,0.0001161704,0.0002930074,0.0002092665,0.0009695341,0.00009338238,0.000005830566,0.002736922],"study_design_scores_gemma":[0.0004991519,0.00007898588,0.9903309,0.00004358204,0.00003924121,0.00001009391,0.00009972653,0.0000010417,0.001200386,0.0002210363,0.007117728,0.0003581625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953689,0.0003035282,0.0006820638,0.0002287892,0.0002826422,0.0001462827,0.00001403633,0.0008268827,0.002146869],"genre_scores_gemma":[0.9979054,0.0000410193,0.00002809928,0.00007415062,0.00009211522,3.929925e-7,0.000007716927,0.00002559772,0.001825536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007111898,"threshold_uncertainty_score":0.9999232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07278294357286381,"score_gpt":0.2840083274432342,"score_spread":0.2112253838703704,"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."}}