{"id":"W4385635126","doi":"10.1201/9781003299127-27","title":"Y-Y' Calculus: From soil consolidation to other physical sciences","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Loyalist College","funders":"","keywords":"Consolidation (business); Calculus (dental); Mathematics; Applied mathematics; Geology; Medicine; Dentistry; Economics; Accounting","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":[],"consensus_categories":[],"category_scores_codex":[0.0004603465,0.0006988338,0.0004926792,0.0009159078,0.0006705822,0.001866193,0.000713876,0.0005768071,0.008203329],"category_scores_gemma":[0.0006723028,0.0003065261,0.0006513766,0.001255384,0.00224506,0.003079037,0.001162743,0.002046883,0.004366078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094068,"about_ca_system_score_gemma":0.0009182902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001684101,"about_ca_topic_score_gemma":0.001444371,"domain_scores_codex":[0.9997824,0.00003960523,0.00001247932,0.00003856092,0.0001082554,0.00001876785],"domain_scores_gemma":[0.9998442,0.00005603639,0.00001391796,0.0000249453,0.00004452821,0.00001625357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006541999,0.00001268547,0.00006431818,0.0001051726,0.000003628408,0.00005361659,0.0001282228,0.001568019,0.0006611216,0.9376351,0.01660137,0.04316022],"study_design_scores_gemma":[0.000004310698,0.00003266866,0.0002552736,0.0000954389,0.000006167251,0.0002680467,0.00007154571,0.006697461,0.0008339207,0.458178,0.5335437,0.00001340847],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.006684852,0.05991048,0.3543359,0.003769191,0.006045095,0.00009095015,0.0002738629,0.0008849595,0.5680047],"genre_scores_gemma":[0.1626602,0.07333875,0.1872651,0.002645439,0.005424254,0.0002550279,0.0005041401,0.001071973,0.5668352],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008203329,"threshold_uncertainty_score":0.02744287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0275443616250463,"score_gpt":0.2378412347858438,"score_spread":0.2102968731607975,"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."}}