{"id":"W2131713631","doi":"10.1590/s0104-40602010000200003","title":"Ensino superior, para quê?","year":2010,"lang":"pt","type":"article","venue":"Educar em Revista","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Philosophy; Humanities; Sociology; Political science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00101675,0.000332435,0.0004706171,0.00007644272,0.0006630604,0.0003836019,0.0008248905,0.0006682531,0.004602193],"category_scores_gemma":[0.000892246,0.0003287669,0.0002591177,0.0004228276,0.0008763692,0.0002165868,0.000127578,0.001417908,0.002565866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009050591,"about_ca_system_score_gemma":0.001012119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001630729,"about_ca_topic_score_gemma":0.0006946729,"domain_scores_codex":[0.9971071,0.0002945826,0.000514601,0.0005001168,0.0005788594,0.001004754],"domain_scores_gemma":[0.9980447,0.0002940965,0.0001782032,0.0006765708,0.0001672208,0.0006392083],"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":[0.000009855338,0.000131594,0.01141384,0.0001290471,0.00005496289,0.00002043611,0.06488684,1.731285e-7,0.001061692,0.2999171,0.6159625,0.00641193],"study_design_scores_gemma":[0.0001551868,0.00003678404,0.003008106,0.00007608074,0.00008867253,0.00001482762,0.01246062,0.000009518043,0.0000750617,0.0006830894,0.9829749,0.0004171823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9022529,0.004733643,0.00001523809,0.0145396,0.0168539,0.0004987103,0.00009956546,0.0001337414,0.06087271],"genre_scores_gemma":[0.8704929,0.0006725684,0.0001572393,0.001561257,0.01121373,0.000007846175,0.00001567689,0.0000475639,0.1158312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3670124,"threshold_uncertainty_score":0.9999164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03701376428752939,"score_gpt":0.3404327192473725,"score_spread":0.3034189549598431,"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."}}