{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007154305,0.0002112751,0.000172164,0.0007370432,0.0001631511,0.0008387351,0.0001547827,0.0003117634,0.002781576],"category_scores_gemma":[0.01397298,0.0001212312,0.0002150843,0.0004416784,0.0004943709,0.0004129558,0.0006595178,0.0003657913,0.0004215394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002117416,"about_ca_system_score_gemma":0.0002491342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002412429,"about_ca_topic_score_gemma":0.003352722,"domain_scores_codex":[0.9994474,0.0001456647,0.00004264524,0.0001006406,0.0001771791,0.00008642527],"domain_scores_gemma":[0.9856043,0.008560518,0.003323495,0.0008593227,0.00071187,0.0009404736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003797666,0.0001228055,0.9814939,0.0000186083,0.00004873076,0.00009005619,0.0004010611,0.001091444,0.004345254,0.0002819792,0.000139542,0.01158671],"study_design_scores_gemma":[0.000002402334,0.00008239404,0.9984971,0.000002497158,0.000004780606,0.00003348295,0.00007865851,0.0007072656,0.00026031,0.0002645644,0.00006209246,0.000004366537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988756,0.00002344932,0.0001419583,0.00001908894,0.000002566023,0.000002203169,0.00004125512,0.000007815429,0.0008860672],"genre_scores_gemma":[0.999744,0.00002215273,0.00005575929,0.000002870328,0.00000298476,0.000001337908,0.00006607135,0.000002899635,0.0001019539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002781576,"threshold_uncertainty_score":0.009305298,"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."}}