{"id":"W4210454272","doi":"10.5325/jgeneeduc.62.1.43","title":"The Social Conquest of General Education","year":2013,"lang":"en","type":"article","venue":"The Journal of General Education","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CONQUEST; Eusociality; Odds; Competition (biology); Sociology; Higher education; Psychology; Ecology; Political science; Biology; History; Law; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.002901505,0.00009451707,0.0001460773,0.00009212508,0.0003797423,0.0000380831,0.0003176223,0.00006558007,0.0003886689],"category_scores_gemma":[0.0001963987,0.00005285732,0.00006333685,0.0001834002,0.0001460314,0.0001019036,0.00001555264,0.0004345668,0.00005154786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007018315,"about_ca_system_score_gemma":0.0005813806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001230917,"about_ca_topic_score_gemma":0.000004345148,"domain_scores_codex":[0.9973139,0.001813821,0.0004652012,0.00006687178,0.0001832781,0.0001569163],"domain_scores_gemma":[0.9979569,0.0002073926,0.0008182145,0.0001875305,0.0007950107,0.00003489527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009149947,0.0003982932,0.001873373,0.000008071198,0.0001174594,7.403704e-8,0.0238873,0.00003511792,0.04259909,0.04279539,0.4042177,0.4839766],"study_design_scores_gemma":[0.0006098184,0.0004733247,0.7277254,0.00005112059,0.0001663664,0.0002023158,0.02117088,0.00007516894,0.003146438,0.01516028,0.2309453,0.0002735043],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724553,0.0008314869,0.0007460902,0.006927994,0.004795242,0.0001420138,6.277593e-7,0.000006613584,0.01409462],"genre_scores_gemma":[0.9674411,0.00003093669,0.003156574,0.0008385715,0.004112564,0.00001486788,0.000006058927,0.00001668413,0.02438259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7258521,"threshold_uncertainty_score":0.4255652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03367151842787958,"score_gpt":0.4274339488238625,"score_spread":0.393762430395983,"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."}}