{"id":"W4233230160","doi":"10.24124/2008/bpgub1370","title":"Attitudes towards mathematics: exploring beliefs shared by elementary students","year":2008,"lang":"en","type":"dissertation","venue":"","topic":"Educational Challenges and Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Northern British Columbia","funders":"","keywords":"Embarrassment; Mathematics education; Norm (philosophy); Psychology; Sample (material); Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001396402,0.0002757806,0.0002519069,0.0001905083,0.0002384332,0.0002314795,0.001564835,0.0001043056,0.0003298049],"category_scores_gemma":[0.00001843677,0.0002659401,0.00008819839,0.0003287896,0.00001144391,0.0008188093,0.0001509886,0.0002262803,0.0001368798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001178361,"about_ca_system_score_gemma":0.0001910534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001154844,"about_ca_topic_score_gemma":0.00009669176,"domain_scores_codex":[0.9978671,0.00001407113,0.0004971484,0.0004813477,0.0008769151,0.0002634336],"domain_scores_gemma":[0.9988871,0.00004065715,0.0001955374,0.0005263097,0.0002713965,0.00007898625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001099409,0.005546015,0.002892675,0.001443556,0.001120436,0.00002342022,0.07166154,0.0000170398,0.001197677,0.209092,0.669278,0.03771662],"study_design_scores_gemma":[0.004894173,0.001671085,0.5153708,0.005213907,0.0003158398,0.0001117543,0.07126655,0.002082457,0.03259666,0.03101976,0.3240316,0.01142532],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8029445,0.006973632,0.02513671,0.006326291,0.01031096,0.002466019,0.0002256344,0.001553086,0.1440632],"genre_scores_gemma":[0.2621823,0.02091583,0.4530502,0.003309399,0.002309809,0.00412317,0.02023999,0.0003449229,0.2335244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5407622,"threshold_uncertainty_score":0.9999793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010094642444531,"score_gpt":0.357241254602668,"score_spread":0.2562317903582149,"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."}}