{"id":"W4210454204","doi":"10.1016/s0889-9746(02)00140-8","title":"Foreword","year":2003,"lang":"en","type":"article","venue":"Journal of Fluids and Structures","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002745831,0.00009425735,0.0001913931,0.0001155819,0.0000639405,0.00003627388,0.00008156447,0.00004824451,0.0002216443],"category_scores_gemma":[0.0001693778,0.00006174961,0.00007595945,0.00008915402,0.00005860583,0.000140112,0.000008079234,0.0001718792,0.000005664116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001796789,"about_ca_system_score_gemma":0.00004264773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001696283,"about_ca_topic_score_gemma":0.000002104109,"domain_scores_codex":[0.9992417,0.00005431547,0.0002707238,0.00006306263,0.0002285608,0.0001416805],"domain_scores_gemma":[0.999513,0.00003168053,0.0001436789,0.00008016467,0.0001118523,0.0001195943],"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":[0.0004211169,0.00006107624,0.05613727,0.00005427699,0.0003934337,0.0002838518,0.001371251,0.0001176962,0.3030533,0.4890637,0.1234627,0.02558038],"study_design_scores_gemma":[0.003346659,0.0008784444,0.3127259,0.00006301358,0.0001814285,0.006862738,0.0006349041,0.00008145893,0.04363062,0.4549391,0.1761999,0.0004558631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993905,0.003187106,0.0002326879,0.00007438991,0.0002718566,0.00002816265,0.000009006223,0.000006201354,0.0022856],"genre_scores_gemma":[0.9946431,0.00005698301,0.004932599,0.00008575313,0.0001479033,1.278127e-7,1.665471e-7,0.00001713066,0.0001162192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2594227,"threshold_uncertainty_score":0.2518076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01164142388609604,"score_gpt":0.257230988662812,"score_spread":0.245589564776716,"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."}}