{"id":"W2912189094","doi":"10.5539/hes.v9n2p1","title":"Primary Teachers Knowledge of Quadrilaterals","year":2019,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quadrilateral; Context (archaeology); Mathematics education; Mathematics; Parallelogram; Subject (documents); Psychology; Computer science; Engineering; Artificial intelligence; 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":[0.000577057,0.00007245503,0.0001796084,0.00009620738,0.0001259585,0.00001720592,0.0001449257,0.00004400161,0.0007084705],"category_scores_gemma":[0.00004155473,0.00006476036,0.00004534042,0.0001751532,0.0001262982,0.0001029514,0.00003072859,0.00006424218,0.0001583204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001276008,"about_ca_system_score_gemma":0.0003209822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001598287,"about_ca_topic_score_gemma":0.00001624164,"domain_scores_codex":[0.9992883,0.0001414676,0.0002015415,0.0001230764,0.0001308351,0.0001147464],"domain_scores_gemma":[0.9992071,0.000167117,0.000133896,0.0001866074,0.0002667113,0.0000385345],"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":[0.000001909126,0.0004131042,0.01906476,0.0001561265,0.00005865763,1.323134e-8,0.1524752,9.579274e-8,0.0002650405,0.7118344,0.1130523,0.002678376],"study_design_scores_gemma":[0.00006772992,0.00001675022,0.01889793,0.0001128722,0.00001846989,1.296762e-7,0.02358362,1.201352e-7,0.0001804681,0.03035737,0.9266374,0.0001271647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5454912,0.003117364,0.00002252617,0.002146697,0.002322669,0.000275398,7.633468e-7,0.0001435595,0.4464798],"genre_scores_gemma":[0.8757663,0.0002322279,0.002497917,0.0002155445,0.0001653477,0.00004561424,0.00000255344,0.000007655014,0.1210668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8135851,"threshold_uncertainty_score":0.7757255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07851367696989035,"score_gpt":0.4442727956796172,"score_spread":0.3657591187097269,"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."}}