{"id":"W7128796600","doi":"10.5281/zenodo.18627427","title":"Modeling Hierarchical Fiber Formation","year":2025,"lang":"","type":"article","venue":"Open MIND","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Spinning; Fiber; Diffusion; Data modeling; Hierarchical database model","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001611015,0.0002126575,0.0003436821,0.0001258992,0.0005590974,0.002214578,0.0008948605,0.0001650916,0.1003497],"category_scores_gemma":[0.000178857,0.0002051666,0.00006930244,0.0002832114,0.00008559694,0.00123382,0.0009288645,0.0001268801,0.01179611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000112106,"about_ca_system_score_gemma":0.0004528515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001659099,"about_ca_topic_score_gemma":0.0001027957,"domain_scores_codex":[0.9977051,0.0002789552,0.0007932544,0.0005091539,0.0002907475,0.0004227632],"domain_scores_gemma":[0.99904,0.00006994934,0.0001146708,0.0005150338,0.0001594375,0.0001008789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004419746,0.0004672314,0.000008669913,0.00017258,0.00005667804,0.00000899114,0.005168836,0.06002367,0.3616686,0.003207817,0.003766101,0.5650088],"study_design_scores_gemma":[0.001342918,0.00008704355,0.00007306802,0.0005825319,0.0001908566,0.000008250655,0.0004250705,0.8094027,0.07842455,0.006095503,0.1028952,0.0004722839],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8685675,0.0001089782,0.01268256,0.002208775,0.001583277,0.001058048,0.0001396774,0.000003619077,0.1136476],"genre_scores_gemma":[0.9642631,0.00002770782,0.01839688,0.0001353615,0.0001357715,0.00005898256,0.00004888055,0.00001249918,0.01692075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.749379,"threshold_uncertainty_score":0.9988212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08189152235722495,"score_gpt":0.3678260534698781,"score_spread":0.2859345311126532,"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."}}