{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0114409,0.00007429464,0.0001901372,0.0003320277,0.001733107,0.0003959453,0.000525116,0.00005045615,0.0001509147],"category_scores_gemma":[0.004156808,0.00005429365,0.00002821806,0.001588272,0.002536736,0.0006828975,0.0002031883,0.0004514887,0.00001086798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007720872,"about_ca_system_score_gemma":0.002855745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001778974,"about_ca_topic_score_gemma":0.00004838175,"domain_scores_codex":[0.9963914,0.0003318795,0.0002615812,0.0002280631,0.002290535,0.0004965508],"domain_scores_gemma":[0.9978471,0.0003131389,0.0001238467,0.00008553231,0.001126759,0.0005036391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000156301,0.0003473613,0.01377604,0.0002157087,0.00009251975,0.00003484316,0.7841548,7.66996e-7,0.02806547,0.02645743,0.1220578,0.02464091],"study_design_scores_gemma":[0.0009035366,0.000599053,0.009703881,0.000168115,0.00002727076,0.00003155398,0.5056407,0.00002877714,0.004443739,0.002518437,0.475716,0.0002189421],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8661839,0.002009439,0.000001490534,0.110536,0.0003646536,0.0002058615,0.000001485278,0.000006601746,0.02069058],"genre_scores_gemma":[0.9910759,0.004812886,0.0003520825,0.0006243818,0.0005451959,0.00000486629,1.055198e-7,0.000005405997,0.002579194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3536582,"threshold_uncertainty_score":0.9995665,"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."}}