{"id":"W7155532721","doi":"10.59236/emro.v27i8a258","title":"Life After","year":2025,"lang":"","type":"article","venue":"Educational Media Reviews Online","topic":"Disability Rights and Representation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Theme (computing); Nothing; Ridiculous; State (computer science); Sentence; Order (exchange); Wife","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":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001140286,0.0002393981,0.0005011285,0.0001403311,0.000342978,0.0001213028,0.0004220478,0.0001690151,0.01685425],"category_scores_gemma":[0.009022368,0.0001812469,0.0002921173,0.001077449,0.0009439267,0.0003013432,0.00007184262,0.0002585738,0.001110635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000202326,"about_ca_system_score_gemma":0.004032348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003253291,"about_ca_topic_score_gemma":0.001738672,"domain_scores_codex":[0.9969162,0.0006849947,0.001010761,0.0005285061,0.0005124647,0.0003470869],"domain_scores_gemma":[0.997524,0.0009891018,0.0002515077,0.0004445711,0.0003076613,0.000483173],"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":[0.00007505819,0.00553325,0.02315724,0.00105578,0.0001430835,8.983785e-7,0.02227847,0.00000306008,0.000009299181,0.3076538,0.4496467,0.1904434],"study_design_scores_gemma":[0.0001665954,0.000008989342,0.06157254,0.0005428736,0.0001211104,1.761521e-7,0.001363533,0.00001589622,0.000001299476,0.0467265,0.8892994,0.0001810859],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02244464,0.1744079,0.00005850528,0.7514468,0.01811708,0.00197201,0.0001594542,0.00002800936,0.03136561],"genre_scores_gemma":[0.4817795,0.2797423,0.006480769,0.03373182,0.02477186,0.001318884,0.001471751,0.00004987857,0.1706533],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.717715,"threshold_uncertainty_score":0.9996671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0485350145554214,"score_gpt":0.4195360129458488,"score_spread":0.3710009983904274,"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."}}