{"id":"W2181629066","doi":"10.36510/learnland.v3i2.354","title":"An EDUCATION Letter","year":2010,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Virtue; Ideal (ethics); Citizenship; Civic virtue; Democracy; Pedagogy; Lifelong learning; Sociology; Political science; Psychology; Public relations; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003456923,0.00004738428,0.00004929017,0.00004375891,0.0003748261,0.00009058538,0.0001145341,0.00005699757,0.0009182467],"category_scores_gemma":[0.0002072983,0.00004379045,0.00001998395,0.00009215936,0.00005971979,0.0001484139,0.00000473523,0.0003116368,0.0001646702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008994522,"about_ca_system_score_gemma":0.0001281205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004439462,"about_ca_topic_score_gemma":0.002443211,"domain_scores_codex":[0.9994184,0.000140306,0.00005656067,0.0001142128,0.0001213044,0.0001491534],"domain_scores_gemma":[0.9997136,0.00005025419,0.0000326926,0.00008272015,0.00004699369,0.00007371887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003444223,0.0001534906,0.5023989,0.000005113519,0.000008714597,2.394885e-7,0.3948461,0.000007175811,0.001689812,0.01537228,0.01677883,0.06873592],"study_design_scores_gemma":[0.0000396687,0.000009981713,0.04729199,0.00000256821,0.000003869002,2.814101e-7,0.07494871,0.000007359418,0.00003040475,0.0001621165,0.8774287,0.00007435532],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8830441,0.00005784213,0.00002663994,0.05962349,0.001288599,0.00005973138,1.202243e-7,0.0002046351,0.05569485],"genre_scores_gemma":[0.9905261,0.000006985455,0.0003927822,0.001070758,0.001908498,0.0000121342,0.000005618271,0.00000652847,0.006070628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8606499,"threshold_uncertainty_score":0.9999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03799647869754014,"score_gpt":0.3652981106607996,"score_spread":0.3273016319632595,"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."}}