{"id":"W2785723375","doi":"10.36510/learnland.v3i2.341","title":"Education for Its Own Sake","year":2010,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Legal education; Product (mathematics); Law; Sociology; Political science; Pedagogy; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005478939,0.00004333727,0.00004745605,0.00006232361,0.0007126582,0.000193215,0.00009998855,0.00007060022,0.0012846],"category_scores_gemma":[0.003365576,0.00004149997,0.00002598974,0.0002214156,0.00002151368,0.0003595897,0.000005772921,0.0003499156,0.0001602353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001166048,"about_ca_system_score_gemma":0.0007465057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002840271,"about_ca_topic_score_gemma":0.001788756,"domain_scores_codex":[0.9994998,0.00005775105,0.00009070329,0.0001030039,0.0001110006,0.0001377305],"domain_scores_gemma":[0.9992389,0.0003109866,0.00008199632,0.00006516831,0.0002463918,0.0000565388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001517107,0.0001862955,0.02046103,0.00001908893,0.00001516042,9.965371e-8,0.03175788,0.00002287811,0.00392472,0.7873418,0.05397805,0.1022779],"study_design_scores_gemma":[0.00006968866,0.00001067287,0.002237609,0.000003358591,0.000006282281,5.103436e-7,0.003305927,0.00005544883,0.0001132103,0.0008017307,0.993331,0.00006453824],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.405987,0.00007484221,0.0002842238,0.08191269,0.003969483,0.0003680957,0.000002730838,0.000228191,0.5071728],"genre_scores_gemma":[0.9560395,0.00001117311,0.001445622,0.0005356594,0.001125389,0.00005818148,0.00002592753,0.00000722323,0.0407513],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.939353,"threshold_uncertainty_score":0.9996284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0234990867179057,"score_gpt":0.3715802986251923,"score_spread":0.3480812119072866,"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."}}