{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004291094,0.0001281474,0.0001459741,0.00005582241,0.00005167523,0.00002767249,0.0001091506,0.00004177934,0.9729027],"category_scores_gemma":[0.00001476835,0.0001310883,0.00003850417,0.0001713632,0.00001392273,0.00009585041,0.00002448882,0.00006621757,0.9835591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003791136,"about_ca_system_score_gemma":0.000004666445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003297109,"about_ca_topic_score_gemma":7.473039e-8,"domain_scores_codex":[0.9993612,0.000009393857,0.0001502034,0.0001278875,0.0001343574,0.0002169681],"domain_scores_gemma":[0.9996181,0.00005098816,0.000007312791,0.0002150447,0.00002967844,0.00007888929],"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":[0.0000185954,0.000018473,0.000001446494,0.00002034639,0.00007917819,0.000006520592,0.0001234698,0.1146434,0.00008747575,0.000004087692,0.5146756,0.3703214],"study_design_scores_gemma":[0.000163056,0.00001823924,0.0001940809,0.000008897922,0.00001429729,0.000001341157,0.000001723361,0.008764937,0.00006330021,0.000005603395,0.9906017,0.00016283],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002769444,0.0002588643,0.000005007729,0.00008750331,0.000006058709,0.0001188936,0.000007811233,0.0006021032,0.9961443],"genre_scores_gemma":[0.007435005,8.27469e-7,0.0001710748,0.00003796396,0.0001148803,0.00001379013,0.000005397801,0.00003475856,0.9921863],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4759261,"threshold_uncertainty_score":0.5345624,"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."}}