{"id":"W2992177094","doi":"","title":"Students' Revealed Preference for Pedagogical Features in Introductory Economics Textbooks *","year":2015,"lang":"en","type":"article","venue":"Journal of economics and economic education research","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subject (documents); Diligence; Mathematics education; Currency; Computer science; Sociology; Pedagogy; Psychology; Library science; Philosophy","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":[0.01295708,0.00009310384,0.0002624711,0.0006601409,0.0002539392,0.000272917,0.0005294248,0.0001244944,0.00005351826],"category_scores_gemma":[0.001619576,0.0001009881,0.0000505797,0.00009505238,0.0002805026,0.0004671966,0.00007071361,0.0003628664,0.00001169766],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001638074,"about_ca_system_score_gemma":0.007284881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000463452,"about_ca_topic_score_gemma":0.001410227,"domain_scores_codex":[0.9983151,0.00034868,0.0007028204,0.0002391569,0.00008995982,0.0003042588],"domain_scores_gemma":[0.9977145,0.0008361024,0.0003672822,0.0001783922,0.0006639463,0.000239834],"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":[0.0002284859,0.0004182559,0.04930195,0.00002135188,0.00005477943,2.771951e-7,0.02106364,0.0009606266,0.000007432263,0.8638647,0.03052025,0.03355829],"study_design_scores_gemma":[0.00102995,0.000225175,0.03890893,0.00003737612,0.0000107327,0.00001675277,0.06898346,0.0001085991,0.00003209678,0.2812245,0.6091878,0.0002345462],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788119,0.0003875587,0.00001568752,0.009882727,0.002602151,0.0004017452,0.00000724141,0.000002549883,0.007888393],"genre_scores_gemma":[0.9708099,0.002790113,0.01427055,0.0002566414,0.00461088,0.00009287502,0.00000723435,0.00002101423,0.007140739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5826401,"threshold_uncertainty_score":0.9983429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4168266253582369,"score_gpt":0.5576419929917563,"score_spread":0.1408153676335194,"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."}}