{"id":"W2141786880","doi":"10.5539/ies.v1n3p95","title":"Problems and Solutions Related to College Students’ Belief","year":2008,"lang":"en","type":"article","venue":"International Education Studies","topic":"Ideological and Political Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mainstream; China; Psychology; Period (music); Politics; Social psychology; Higher education; Social influence; Mathematics education; Sociology; Pedagogy; Economic growth; Political science","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":[0.0002977035,0.00007140595,0.00009819982,0.0001049594,0.0008051514,0.00002692764,0.0001722223,0.00004563603,0.0001921618],"category_scores_gemma":[0.001834103,0.00006454527,0.00002636299,0.0002253621,0.0003518889,0.0001487373,0.00008999254,0.00007303042,0.0001792163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000190008,"about_ca_system_score_gemma":0.0002488391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007405691,"about_ca_topic_score_gemma":0.0002342701,"domain_scores_codex":[0.9989998,0.00007403855,0.0002027224,0.0001774254,0.0003564444,0.0001895091],"domain_scores_gemma":[0.9985634,0.0001821409,0.00004634197,0.00006193425,0.001013568,0.0001326054],"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":[0.000007654731,0.0005742155,0.07589719,0.000007311777,0.000123089,0.00000101565,0.06411776,0.00001012965,0.00002183653,0.7833776,0.07329936,0.002562809],"study_design_scores_gemma":[0.0001486592,0.00004311114,0.1881379,0.00003769962,0.00001286822,0.000009577152,0.02219506,0.000002870314,0.00000756674,0.0578512,0.7314048,0.0001486974],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8860431,0.0009770904,0.00002377325,0.06489668,0.003727735,0.0002800905,0.00001196459,0.00006466592,0.04397492],"genre_scores_gemma":[0.9430379,0.0008842647,0.0004509545,0.001759885,0.000255457,0.0001470682,0.000007871246,0.000003954072,0.05345266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7255265,"threshold_uncertainty_score":0.6192655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1363509195070426,"score_gpt":0.4505133774547116,"score_spread":0.314162457947669,"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."}}