{"id":"W4255422593","doi":"10.5539/ies.v2n2p0","title":"Vol.2, No.2, May 2009","year":2009,"lang":"en","type":"article","venue":"International Education Studies","topic":"Science Education and Perceptions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Commission on Higher Education; Shanghai Municipal Education Commission","keywords":"Mathematics education; Psychology; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001369884,0.0002420158,0.0002641759,0.0005916018,0.001519774,0.003853824,0.0004264649,0.0006755776,0.1276582],"category_scores_gemma":[0.004235489,0.0001395855,0.0002697653,0.0006057881,0.00120124,0.001314545,0.001273538,0.0005914473,0.03370742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001333879,"about_ca_system_score_gemma":0.001823571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005205364,"about_ca_topic_score_gemma":0.01077365,"domain_scores_codex":[0.9990625,0.0002068773,0.00004068034,0.00007711266,0.0005286544,0.0000841383],"domain_scores_gemma":[0.998181,0.0003953416,0.00009712463,0.0002198954,0.0007009219,0.0004058098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003251392,0.0009963491,0.06148917,0.0004444079,0.0000368054,0.000963691,0.00440584,0.0004486724,0.003564486,0.02637447,0.4162267,0.4847243],"study_design_scores_gemma":[0.0000208695,0.0002298411,0.05469422,0.0003641367,0.00003636112,0.001224322,0.007201844,0.0003832304,0.001232071,0.005968807,0.9286228,0.00002146608],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1472106,0.01335614,0.003280534,0.02446161,0.004609691,0.00009057498,0.000398128,0.0003772407,0.8062156],"genre_scores_gemma":[0.3395217,0.009962905,0.00250535,0.006356593,0.00107673,0.00007868542,0.0009315382,0.0001786576,0.6393879],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8723418,"threshold_uncertainty_score":0.4270592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1429871671447519,"score_gpt":0.5242941211917532,"score_spread":0.3813069540470013,"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."}}