{"id":"W3101832231","doi":"10.5539/jel.v9n6p42","title":"From G.E.D. to Ph.D.: Eric Thomas as a Model of Educational Success","year":2020,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Resilience and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Test (biology); Credential; Graduation (instrument); Pedagogy; Sociology; Mathematics education; Law; Political science; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001436902,0.0000512054,0.0001239126,0.0000782948,0.00005692658,0.00001412768,0.00008724547,0.00002997917,0.001129733],"category_scores_gemma":[0.0001633825,0.0000456377,0.00003250873,0.0001315679,0.00001727819,0.0001044242,0.00001404461,0.0002127684,0.00003986566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002262112,"about_ca_system_score_gemma":0.0004611559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002196577,"about_ca_topic_score_gemma":0.000002847476,"domain_scores_codex":[0.9993517,0.00008305249,0.0002639436,0.00009208104,0.0001257923,0.00008345981],"domain_scores_gemma":[0.999284,0.0001057909,0.000256668,0.00004551227,0.00009618919,0.0002118444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001007362,0.001700333,0.2671851,0.0001531779,0.0001354459,0.000002976611,0.3368923,0.004793872,0.02517949,0.01101342,0.04535604,0.3065805],"study_design_scores_gemma":[0.002618508,0.003700992,0.666297,0.0006551295,0.0001718353,0.0002542423,0.2201815,0.004914315,0.002216778,0.009515679,0.08883242,0.0006416232],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759833,0.0004419613,0.0002243317,0.01203079,0.0004270485,0.00005317949,8.678082e-7,0.000001960008,0.01083653],"genre_scores_gemma":[0.9922112,0.00003832552,0.002015359,0.002069023,0.0004946006,0.000002969078,0.000003168115,0.000005827089,0.003159523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3991118,"threshold_uncertainty_score":0.9997834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04572367225406557,"score_gpt":0.4347709311049588,"score_spread":0.3890472588508932,"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."}}