{"id":"W3000398980","doi":"10.3390/math8010107","title":"Advanced Mathematical Methods: Theory and Applications","year":2020,"lang":"en","type":"article","venue":"Mathematics","topic":"Statistical Mechanics and Entropy","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"","keywords":"Cornerstone; Management science; Natural (archaeology); Computer science; Engineering ethics; Calculus (dental); Engineering; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.000183579,0.00009761149,0.0001763908,0.000009693056,0.00005818171,0.00003191678,0.00008881176,0.00001828705,0.0008677442],"category_scores_gemma":[0.00006372124,0.00008024195,0.00003496018,0.00007261905,0.00003213312,0.00002909863,0.00006048766,0.00008153743,0.0001460728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003055029,"about_ca_system_score_gemma":0.000007116131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.239869e-7,"about_ca_topic_score_gemma":4.258759e-9,"domain_scores_codex":[0.9994347,0.00003705043,0.0001819773,0.0001411302,0.00007379866,0.0001313105],"domain_scores_gemma":[0.999153,0.0005049079,0.00005079812,0.0001364269,0.00002091797,0.0001340035],"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":[0.000002774819,0.00004469732,0.000007001223,0.00005736334,0.00001909651,1.934413e-7,0.0003667901,0.00000182031,0.0004036598,0.9345044,0.0000956166,0.06449655],"study_design_scores_gemma":[0.0001571474,0.00002057443,0.000003112052,0.00001024957,0.00003529569,6.594261e-7,0.0008487502,0.02635777,0.0007365414,0.9665877,0.005143696,0.00009855986],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006978608,0.00003380069,0.9849466,0.0002349368,0.0000112047,0.0002170354,0.00002150395,0.0000377199,0.01379933],"genre_scores_gemma":[0.09602543,0.000003306581,0.9030307,0.0003687132,0.0001725095,0.0001458013,0.000008288586,0.00003008137,0.0002151627],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09532757,"threshold_uncertainty_score":0.9501191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01930977268465691,"score_gpt":0.3254131536698842,"score_spread":0.3061033809852273,"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."}}