{"id":"W7095006678","doi":"10.5281/zenodo.17444648","title":"CalebBell/fluids: TEST ONLY","year":2025,"lang":"","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Fluid dynamics and aerodynamics studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Test (biology); Reliability (semiconductor); Test method; Component (thermodynamics); Test data","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001702636,0.001328217,0.0009865086,0.001473753,0.001314069,0.002320082,0.003134965,0.002749554,0.2184872],"category_scores_gemma":[0.003987035,0.0007607467,0.0007256963,0.0007078511,0.0009203771,0.002330036,0.002341499,0.001682283,0.09280071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001125589,"about_ca_system_score_gemma":0.0018421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002769344,"about_ca_topic_score_gemma":0.002663102,"domain_scores_codex":[0.9980312,0.0001520527,0.00006067246,0.0002963041,0.001003426,0.0004563246],"domain_scores_gemma":[0.9968984,0.0003364719,0.0001336784,0.001149006,0.0009531862,0.000529166],"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":[0.004852231,0.001182723,0.00265266,0.0007395943,0.0001352457,0.0006086816,0.0005149505,0.003443193,0.2129772,0.01548697,0.6425466,0.1148599],"study_design_scores_gemma":[0.001051229,0.001455384,0.00321847,0.00009837815,0.0000550479,0.0002728149,0.00007875913,0.0116503,0.3660259,0.002259629,0.6137186,0.0001155143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1379253,0.001068146,0.06237171,0.005314419,0.004402189,0.003860854,0.06661304,0.1304296,0.5880148],"genre_scores_gemma":[0.3742094,0.000262174,0.02186631,0.001188482,0.0005067435,0.001286779,0.04355912,0.02352625,0.5335947],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7815128,"threshold_uncertainty_score":0.7309125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162407078440982,"score_gpt":0.2085451555068836,"score_spread":0.1969210847224737,"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."}}