{"id":"W1890001946","doi":"10.3968/5372","title":"Exploration of Experimental Teaching Reform of Public Finance","year":2014,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Ideological and Political Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Construct (python library); Set (abstract data type); Mathematics education; Teaching method; Public finance; Computer science; Finance; Economics; Psychology; Macroeconomics","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":[],"consensus_categories":[],"category_scores_codex":[0.001346276,0.0000487232,0.0001178766,0.0000838721,0.0003978791,0.00001838265,0.0002898776,0.00005452389,0.0002178942],"category_scores_gemma":[0.0002807981,0.00004385608,0.00003849307,0.000475998,0.001548955,0.000753277,0.00002853298,0.00005892184,0.000004862979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001832974,"about_ca_system_score_gemma":0.0006758709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001823055,"about_ca_topic_score_gemma":0.000007005189,"domain_scores_codex":[0.9988286,0.0001461502,0.0002511813,0.0001334047,0.000448684,0.0001919177],"domain_scores_gemma":[0.9992039,0.00006086034,0.0002496955,0.00008916537,0.0003319728,0.00006440653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001732385,0.000233043,0.0004057294,0.000006270858,6.412429e-7,1.638904e-9,0.01193078,1.721636e-7,0.006659108,0.9763597,0.0001121781,0.004290703],"study_design_scores_gemma":[0.0003258963,0.0003456012,0.4182896,0.00007601712,0.00001593065,1.645378e-7,0.06761276,0.00001724077,0.08575532,0.1377083,0.2894802,0.0003729663],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5211114,0.0000360409,0.00008758013,0.002269955,0.0006422542,0.00007858087,9.607147e-7,0.00001010489,0.4757631],"genre_scores_gemma":[0.9959497,0.000004490234,0.0006450621,0.000107878,0.000284178,0.0000133877,0.000002100244,0.000002163148,0.002990971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8386513,"threshold_uncertainty_score":0.570719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07288368807985582,"score_gpt":0.4029361563213375,"score_spread":0.3300524682414817,"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."}}