{"id":"W7032049448","doi":"","title":"Guelph Beat","year":2011,"lang":"en","type":"other","venue":"","topic":"Heat Transfer and Numerical Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002583019,0.0001351773,0.000171672,0.00006385822,0.000003529962,0.000003609413,0.00008548266,0.0001855271,0.0460817],"category_scores_gemma":[0.000002199207,0.0001107628,0.0000485883,0.00005113754,0.00001108459,0.000006791414,0.000004194472,0.0001133337,0.001650006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006130769,"about_ca_system_score_gemma":0.000002412607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009176783,"about_ca_topic_score_gemma":0.00002413554,"domain_scores_codex":[0.9996486,0.00001015358,0.00006783849,0.00008857992,0.00004532491,0.0001395169],"domain_scores_gemma":[0.9997592,0.0000100181,0.0000014913,0.0001593571,0.000002134819,0.00006780709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[3.483836e-7,0.000004355549,0.000008232136,0.00008454637,0.00004022248,0.000003003249,0.00001480202,9.377408e-7,0.0001011193,0.0004442398,0.965518,0.03378017],"study_design_scores_gemma":[0.00004152241,0.000007272916,0.00003913343,0.00002348189,0.00001053807,8.906021e-7,0.000001057378,0.0000276663,0.0004256146,0.00008948038,0.9991753,0.0001580726],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.667943e-7,0.0006579903,0.1731261,0.000002961728,0.0004767908,0.0000523192,0.000006306416,0.001184231,0.8244929],"genre_scores_gemma":[0.0001717655,0.0004306993,0.03684537,0.00005259519,0.0002303463,0.00001059731,0.000004668326,0.0006237202,0.9616302],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1371373,"threshold_uncertainty_score":0.9991273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02420250726727499,"score_gpt":0.2449978768046279,"score_spread":0.2207953695373529,"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."}}