{"id":"W4367017466","doi":"10.1021/cen-09930-cover3","title":"Alaaeddin Alsbaiee","year":2021,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Islamic Studies and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001896007,0.0000806554,0.0001310806,0.00001064572,0.0003577594,0.0000401854,0.0001808817,0.00006670648,0.000637866],"category_scores_gemma":[0.0002256154,0.0000858096,0.00008783604,0.0002097227,0.0001558639,0.00006725643,0.0001086114,0.00006368315,0.0003253077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003916416,"about_ca_system_score_gemma":0.0002079046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017351,"about_ca_topic_score_gemma":0.003219781,"domain_scores_codex":[0.9990086,0.000124651,0.0001200836,0.0002065934,0.0002462192,0.0002938728],"domain_scores_gemma":[0.999594,0.00004053115,0.00003413922,0.0001590681,0.00009207355,0.00008020119],"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":[0.0000264804,0.0002178175,0.01870564,0.00001720069,0.0001052766,0.0003469365,0.02502254,0.000005691385,0.00008867456,0.3757214,0.5295998,0.05014255],"study_design_scores_gemma":[0.0001808107,0.000007705124,0.004197358,0.00001815366,0.00001500087,0.000002810312,0.004664565,0.000005509137,0.00001255731,0.001348674,0.9894375,0.0001093718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05975554,0.0029036,0.000331186,0.004393595,0.002288532,0.00009675981,0.00004275304,0.0001236218,0.9300644],"genre_scores_gemma":[0.9680507,0.0009515032,0.000527655,0.001743883,0.0006948067,0.0000116163,0.000009001827,0.000009411302,0.02800148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9082951,"threshold_uncertainty_score":0.6984186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001717798130937,"score_gpt":0.295235266556625,"score_spread":0.2852180885753157,"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."}}