{"id":"W4407633347","doi":"10.17305/bb.2025.12223","title":"10.17305/bb.2025.12223","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Test (biology); Biology; Botany","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00005928522,0.0001280697,0.0001466593,0.00005650314,0.00005208117,0.00002774731,0.0001095071,0.00004188884,0.9728019],"category_scores_gemma":[0.00001610298,0.0001309817,0.00003905079,0.0001784097,0.00001394544,0.00009556202,0.00002473984,0.0000663204,0.9845644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003846155,"about_ca_system_score_gemma":0.000004733371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003392741,"about_ca_topic_score_gemma":1.167422e-7,"domain_scores_codex":[0.9993574,0.00000967939,0.0001518077,0.0001282852,0.0001351638,0.0002176353],"domain_scores_gemma":[0.9996141,0.00005402332,0.000007377153,0.0002156449,0.00002973058,0.00007908798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002000421,0.00001905895,0.000001582393,0.00002101852,0.00008202867,0.0000066786,0.0001000942,0.1203853,0.0001065013,0.000003990445,0.39316,0.4860938],"study_design_scores_gemma":[0.0001645207,0.00001826734,0.0002120256,0.000009252762,0.0000140128,0.000001316711,0.000001257042,0.009097915,0.00007009202,0.000006112044,0.9902418,0.0001633782],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003114601,0.0001456211,0.000007153293,0.0000955058,0.000006202514,0.0001202539,0.000008353107,0.0006147243,0.9958876],"genre_scores_gemma":[0.005789714,8.417529e-7,0.0001779055,0.00003821724,0.0001173079,0.00001409936,0.000005639099,0.00003589339,0.9938204],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5970818,"threshold_uncertainty_score":0.5341281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009015576994740733,"score_gpt":0.191036222397349,"score_spread":0.1820206454026083,"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."}}