{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005800535,0.001052776,0.0006878001,0.001725034,0.001385869,0.002992445,0.001008012,0.002539491,0.9554643],"category_scores_gemma":[0.001122961,0.0006461426,0.0004477566,0.001689488,0.0007730018,0.001766942,0.001639182,0.001261373,0.9706995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00110185,"about_ca_system_score_gemma":0.0007659588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004668944,"about_ca_topic_score_gemma":0.004009994,"domain_scores_codex":[0.9996985,0.00002288161,0.00002055665,0.00008771375,0.0001097867,0.00006060592],"domain_scores_gemma":[0.9990206,0.0001109626,0.00004730776,0.0001809244,0.0002719696,0.000368288],"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":[0.0002439605,0.0002335886,0.0008591646,0.0002216275,0.00001416054,0.0001321749,0.00005988239,0.0005391459,0.005192221,0.01644532,0.6364693,0.3395895],"study_design_scores_gemma":[0.00003038271,0.00002481804,0.0007004297,0.0000914579,0.0000097495,0.0001933588,0.0000415662,0.0007960027,0.001798722,0.002518719,0.9937761,0.0000187256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009678744,0.0003805974,0.002991001,0.0007974406,0.0009154209,0.0000481869,0.003084798,0.00300156,0.9878131],"genre_scores_gemma":[0.003909451,0.0002309681,0.001102885,0.0002608296,0.00007642766,0.00003128886,0.002106816,0.0005986582,0.9916826],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0445357,"threshold_uncertainty_score":0.06352478,"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."}}