{"id":"W4240756519","doi":"10.5539/ies.v2n4p0","title":"Vol. 2, No. 4, November 2009","year":2009,"lang":"en","type":"article","venue":"International Education Studies","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"State Scholarships Foundation; China Meteorological Administration","keywords":"Psychology; Mathematics education","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007941518,0.0000983816,0.00009897535,0.00009605817,0.00007832189,0.00002734889,0.0001353681,0.00003331027,0.002795931],"category_scores_gemma":[0.001225294,0.00008699221,0.00004019405,0.0001080407,0.00004532239,0.0001073175,0.00001966783,0.0001006102,0.004587214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003723011,"about_ca_system_score_gemma":0.0000529747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002039133,"about_ca_topic_score_gemma":0.000003029967,"domain_scores_codex":[0.9993163,0.00002483021,0.0001619829,0.0002115268,0.0001653491,0.0001199757],"domain_scores_gemma":[0.9950071,0.000054976,0.00008344721,0.00008338917,0.004740346,0.00003073097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006446751,0.0007754444,0.007945355,0.000006178553,0.0002571684,0.000001803624,0.002521363,0.000001908455,0.00008632753,0.01413282,0.7772655,0.1969417],"study_design_scores_gemma":[0.0002419462,0.0001093869,0.1415697,0.00004421184,0.00001645108,0.000007313274,0.003323093,0.000002986325,0.00008593529,0.007467625,0.8469849,0.00014653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2366945,0.006950851,0.0003462615,0.01022504,0.03693459,0.0001516434,0.00001425986,0.000177056,0.7085058],"genre_scores_gemma":[0.7900506,0.00008346977,0.0002492246,0.006456568,0.001740628,0.00005568357,0.00001985171,0.000006532325,0.2013374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5533561,"threshold_uncertainty_score":0.9981157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06966681080929821,"score_gpt":0.4682929475228826,"score_spread":0.3986261367135844,"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."}}