{"id":"W7092548647","doi":"10.5281/zenodo.17392357","title":"CalebBell/fluids: 1.2.0","year":2025,"lang":"","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Upgrade; Telmatology; Metamorphic petrology; Thread (computing)","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":["metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001710244,0.0005740591,0.0005812622,0.001101629,0.005083071,0.005333301,0.005618237,0.0003528067,0.09096785],"category_scores_gemma":[0.001426273,0.0006325063,0.0001989275,0.001636199,0.0004623592,0.0009044023,0.005913052,0.0008449897,0.05177446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003182461,"about_ca_system_score_gemma":0.00005338866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001611285,"about_ca_topic_score_gemma":1.500437e-7,"domain_scores_codex":[0.9953132,0.0005187439,0.001132132,0.00109205,0.001014535,0.0009293828],"domain_scores_gemma":[0.9953979,0.00007446305,0.0007986969,0.001661553,0.001683565,0.0003838103],"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":[0.000008564987,0.0001564862,1.852459e-7,0.0009228758,0.00009065697,0.000009220127,0.004077401,0.00005899133,0.00005510677,0.05693284,0.6098715,0.3278162],"study_design_scores_gemma":[0.0005285172,0.0001364735,0.000009898306,0.0008114116,0.00003469737,0.00009571211,0.0003018728,0.03965409,0.0001356811,0.001607453,0.9560959,0.0005883082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001343677,0.0003140794,0.4271165,0.0004163595,0.000488514,0.000484848,0.00008021876,0.001185831,0.5699002],"genre_scores_gemma":[0.01439194,0.001739284,0.03004571,0.002748644,0.001890178,1.833688e-7,0.002224676,0.01244276,0.9345166],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3970708,"threshold_uncertainty_score":0.9997618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0290975868734986,"score_gpt":0.2461711356687622,"score_spread":0.2170735487952636,"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."}}