{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003569039,0.003341857,0.001931023,0.002224663,0.001806998,0.006184253,0.009418967,0.003489548,0.3796172],"category_scores_gemma":[0.01506221,0.003943562,0.002628692,0.001484471,0.001336771,0.01107446,0.008380778,0.008790195,0.4868044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002942557,"about_ca_system_score_gemma":0.003046954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004752014,"about_ca_topic_score_gemma":0.004336134,"domain_scores_codex":[0.9958208,0.000427367,0.0002476337,0.0006723106,0.002189512,0.0006424307],"domain_scores_gemma":[0.9945514,0.0007560538,0.0002822982,0.001665087,0.001955812,0.0007895106],"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":[0.0002180204,0.00004909861,0.0002641078,0.0003414948,0.00003306103,0.0000400745,0.00008383069,0.000406698,0.001670597,0.00664545,0.9600712,0.03017628],"study_design_scores_gemma":[0.0001137513,0.00002954858,0.0003234636,0.0001572566,0.00002478477,0.00008928499,0.00002819819,0.002294911,0.007310962,0.007950151,0.9815686,0.0001091374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005195981,0.0005617051,0.05398314,0.001105631,0.0009323467,0.0001266367,0.009632627,0.8941691,0.0389692],"genre_scores_gemma":[0.009798681,0.0007672981,0.04786098,0.00310265,0.0004376233,0.0005977365,0.02894062,0.8198442,0.08865014],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3796172,"threshold_uncertainty_score":0.8849008,"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."}}