{"id":"W2891677031","doi":"10.5539/jel.v7n6p25","title":"Predictability of Visual Processes on Performance in Geometry","year":2018,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Spatial Cognition and Navigation","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental rotation; Spatial ability; Geometry; Cognitive style; Cognition; Psychology; Style (visual arts); Mental image; Mathematics education; Cognitive psychology; Mathematics; Geography","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":[0.0002295659,0.00003027684,0.00006020414,0.0001445879,0.00002180641,0.000006562394,0.00001864275,0.00002142575,0.00004729022],"category_scores_gemma":[0.0002870955,0.00002732293,0.000008029703,0.0001866241,0.00001801923,0.0001139877,0.00000195642,0.0001530977,0.000001859784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000188588,"about_ca_system_score_gemma":0.00005773113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001782701,"about_ca_topic_score_gemma":0.000002226979,"domain_scores_codex":[0.9996788,0.00001933271,0.0001649612,0.00002713035,0.0000744111,0.00003536531],"domain_scores_gemma":[0.9996681,0.00004510043,0.00007386427,0.00001574787,0.0001739946,0.00002324119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001147122,0.0003062383,0.7368766,0.0005513651,0.00001450097,2.019718e-7,0.005127132,0.003392147,0.0035021,0.00002978128,0.0001148506,0.2499703],"study_design_scores_gemma":[0.0003270845,0.0007615831,0.9758775,0.0004381978,0.00000747288,0.00001141333,0.00169843,0.006250593,0.01280684,0.00003048063,0.001725459,0.0000650019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981698,0.0001217952,0.0001548663,0.00002392571,0.0001917398,0.00002185746,9.984893e-8,0.000006012619,0.001309897],"genre_scores_gemma":[0.9996213,0.00006833807,0.0001147474,0.00001678505,0.0001525437,6.973877e-7,9.1272e-7,0.000003268078,0.00002139201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2499053,"threshold_uncertainty_score":0.1114197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008203646819006158,"score_gpt":0.2736681619699469,"score_spread":0.2654645151509407,"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."}}