{"id":"W1490074389","doi":"10.3390/axioms4030213","title":"Scientific Endeavors of A.M. Mathai: An Appraisal on the Occasion of his Eightieth Birthday, 28 April 2015","year":2015,"lang":"en","type":"article","venue":"Axioms","topic":"Agricultural Economics and Practices","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Library science; Mathematics; Statistics; History; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008264845,0.0001158899,0.000169959,0.00001417848,0.0001408673,0.00007741218,0.0004011625,0.00007592644,0.0002427838],"category_scores_gemma":[0.0001351946,0.00003149052,0.00007928961,0.000275862,0.00018039,0.0002990983,0.00008164397,0.00009912101,0.00007537497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000138348,"about_ca_system_score_gemma":0.00001616729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006121179,"about_ca_topic_score_gemma":0.000332868,"domain_scores_codex":[0.9989734,0.0001139994,0.0002537484,0.0002461321,0.000240215,0.0001724694],"domain_scores_gemma":[0.998946,0.0003921436,0.0002931207,0.0001180141,0.0001372973,0.0001134731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006042992,0.001508948,0.007050377,0.00003913455,0.0001259819,0.000008049578,0.005259095,0.0001846363,0.6202094,0.1645599,0.07080441,0.1296457],"study_design_scores_gemma":[0.0008764209,0.005453576,0.1681405,0.0001061146,0.00009390333,0.00004041829,0.01793876,0.002033712,0.1060562,0.007293798,0.6908338,0.001132804],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934406,0.0001793223,0.000001591477,0.002818974,0.0004887538,0.0001266799,0.00004721493,0.00001892446,0.002877899],"genre_scores_gemma":[0.999055,0.00002617971,0.00002872084,0.00005717086,0.0001408545,0.000004512908,0.00004352724,8.796843e-7,0.0006431243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6200294,"threshold_uncertainty_score":0.2658312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07458957678916397,"score_gpt":0.2750220535924913,"score_spread":0.2004324768033273,"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."}}