{"id":"W3093244484","doi":"","title":"Professor Ahmad Fauzi Ismail: A remarkable individual, educator, mentor, and a dear friend","year":2020,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Psychology; Philosophy; Theology","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":[0.002758221,0.001026274,0.001443643,0.001132251,0.003773576,0.003673607,0.001278409,0.004510428,0.01086121],"category_scores_gemma":[0.02192329,0.0004155241,0.0008352738,0.0003818141,0.00207649,0.002926888,0.00230901,0.01240776,0.009652218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001387758,"about_ca_system_score_gemma":0.004468649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002607079,"about_ca_topic_score_gemma":0.004756407,"domain_scores_codex":[0.9973112,0.000736899,0.0001684632,0.0004959716,0.0009169571,0.0003704888],"domain_scores_gemma":[0.9815559,0.001061418,0.0008056301,0.0003209576,0.007089978,0.009166145],"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":[0.00006050369,0.00007921231,0.002369017,0.0001585518,0.00003953116,0.00289248,0.001163863,0.0000650271,0.0005260734,0.001462209,0.9659783,0.02520519],"study_design_scores_gemma":[0.0000353052,0.0001658331,0.002623975,0.0005694114,0.00004439318,0.02416418,0.007667982,0.0002700157,0.0006616416,0.00323211,0.9604477,0.0001174262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005637029,0.02469807,0.001882344,0.817211,0.1442712,0.00006458988,0.0002035298,0.0003227145,0.005709449],"genre_scores_gemma":[0.0839686,0.02333904,0.006664337,0.6652771,0.1001441,0.0002182173,0.000234805,0.0004247575,0.119729],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01086121,"threshold_uncertainty_score":0.0363344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1528535055436993,"score_gpt":0.4613594580528041,"score_spread":0.3085059525091048,"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."}}