{"id":"W4407706292","doi":"10.17305/bb.2025.12229","title":"10.17305/bb.2025.12229","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); Environmental science; 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":[0.0005950028,0.001068234,0.0007008254,0.001713461,0.001348802,0.003008293,0.0009761387,0.0025796,0.9569345],"category_scores_gemma":[0.001094179,0.000658272,0.0004606887,0.001694672,0.0007888587,0.001781214,0.001676006,0.001278065,0.9717908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001051188,"about_ca_system_score_gemma":0.0007444225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004278763,"about_ca_topic_score_gemma":0.003562697,"domain_scores_codex":[0.999702,0.00002210038,0.0000203985,0.00008821042,0.0001063544,0.00006089889],"domain_scores_gemma":[0.9990268,0.000112327,0.00004816367,0.0001777723,0.0002571681,0.0003779081],"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":[0.0002604692,0.0002562784,0.0008832499,0.0002406271,0.00001486166,0.0001413084,0.00006254665,0.0005762351,0.005968331,0.0165323,0.6308305,0.3442333],"study_design_scores_gemma":[0.00003260626,0.00002734637,0.0007425406,0.00009713103,0.00001040922,0.0002092988,0.00004312334,0.0008487203,0.001989154,0.002515902,0.9934649,0.00001893863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001019431,0.0004092847,0.003227735,0.0008316725,0.0009473681,0.00005054463,0.00314955,0.003133284,0.9872312],"genre_scores_gemma":[0.003974732,0.0002435436,0.001107012,0.0002637775,0.0000789961,0.00003146041,0.002166617,0.0005943706,0.9915394],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04306555,"threshold_uncertainty_score":0.06142771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008818679111873794,"score_gpt":0.1903865724937084,"score_spread":0.1815678933818346,"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."}}