{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002737836,0.001146256,0.001661944,0.001854309,0.0008868137,0.003831471,0.001714015,0.002476637,0.01308832],"category_scores_gemma":[0.006985629,0.0005816513,0.001127331,0.002466913,0.003175468,0.003245408,0.00306315,0.0047768,0.00652862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001281354,"about_ca_system_score_gemma":0.002365146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001001404,"about_ca_topic_score_gemma":0.0006120542,"domain_scores_codex":[0.9975061,0.001000193,0.0001557937,0.0002440586,0.0009933171,0.0001006043],"domain_scores_gemma":[0.9966896,0.00184988,0.0001871743,0.0004458859,0.0006986875,0.0001288818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001275742,0.00004067964,0.00023006,0.0009514149,0.00006027854,0.00007083776,0.0002328747,0.003721272,0.0005465791,0.8694685,0.02951364,0.09515119],"study_design_scores_gemma":[0.00001078763,0.00002274996,0.0002266096,0.0003663554,0.00001697193,0.0001792402,0.00005409868,0.01167129,0.0002008052,0.8401173,0.1471186,0.00001505339],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003254484,0.1970765,0.6914745,0.01213638,0.004823723,0.0001842413,0.0006836286,0.0006954222,0.08967109],"genre_scores_gemma":[0.1478875,0.2658876,0.4973159,0.005320733,0.01258294,0.001236551,0.001349914,0.000844832,0.067574],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01308832,"threshold_uncertainty_score":0.0437848,"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."}}