{"id":"W2583262385","doi":"10.7202/1073278ar","title":"Education and Recognition","year":2020,"lang":"en","type":"article","venue":"Paideusis","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006667096,0.00002468903,0.00002904376,0.000008120595,0.0001236693,0.00003865368,0.0000294526,0.00002215553,0.0003237863],"category_scores_gemma":[0.0005604281,0.00002332343,0.00001095286,0.00009817455,0.0000339597,0.0001008725,0.000006093703,0.00002233983,0.0001654922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001600054,"about_ca_system_score_gemma":0.00006653887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002065717,"about_ca_topic_score_gemma":0.0001894573,"domain_scores_codex":[0.9997135,0.00004415224,0.00004399704,0.00007319671,0.00006551942,0.00005963453],"domain_scores_gemma":[0.9997433,0.0000175001,0.00001806432,0.00001993694,0.00008489309,0.0001163264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005065828,0.00007160648,0.001897562,0.00001629551,0.00000775541,2.249595e-7,0.3418594,2.138853e-7,0.00057416,0.00520479,0.1150583,0.5353046],"study_design_scores_gemma":[0.00006261506,0.000007183917,0.006116252,0.000006824594,0.00001027491,3.191894e-7,0.04632859,0.00001040674,0.00008363199,0.0008905896,0.9464116,0.00007170725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8484108,0.0002395237,0.00000953298,0.06948601,0.0004292144,0.000130488,0.000002914498,0.00007974511,0.08121173],"genre_scores_gemma":[0.991329,0.0001599284,0.0008270702,0.006726141,0.0002579902,0.000008332812,0.00000822311,0.00000161843,0.0006817286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8313533,"threshold_uncertainty_score":0.3545233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06383349187856867,"score_gpt":0.3506057037231388,"score_spread":0.2867722118445701,"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."}}