{"id":"W2291429974","doi":"10.1080/0020739x.2015.1133854","title":"The Mathematics Attitudes and Perceptions Survey: an instrument to assess expert-like views and dispositions among undergraduate mathematics students","year":2016,"lang":"en","type":"article","venue":"International Journal of Mathematical Education in Science and Technology","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics education; Perception; Set (abstract data type); Conceptualization; Disposition; Core-Plus Mathematics Project; Connected Mathematics; Psychology; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003363654,0.0003507352,0.0003112197,0.002091132,0.0005543935,0.0007061401,0.0004245338,0.0004329762,0.003288874],"category_scores_gemma":[0.009057514,0.0003094495,0.0003734341,0.001309984,0.0004084401,0.0009718987,0.001479924,0.0009700134,0.001035471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005137356,"about_ca_system_score_gemma":0.001139937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001440718,"about_ca_topic_score_gemma":0.00313334,"domain_scores_codex":[0.9979449,0.0007329727,0.0003779877,0.0001191798,0.0006654646,0.0001595721],"domain_scores_gemma":[0.9887708,0.002536857,0.003561666,0.0007264631,0.002239546,0.002164598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001932403,0.001678989,0.9166828,0.0001390432,0.00005007166,0.0001003418,0.005141619,0.0004037934,0.003498147,0.0005516993,0.005185131,0.06637514],"study_design_scores_gemma":[0.00004174658,0.0007451799,0.9852815,0.00002906221,0.00001400097,0.0001082432,0.00395362,0.0007195951,0.001256409,0.000387532,0.007437695,0.00002535847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914685,0.00004757435,0.001938974,0.0002548076,0.00002163853,0.0007116559,0.001545268,0.00006613698,0.003945499],"genre_scores_gemma":[0.9791397,0.0002305385,0.01074398,0.0003051086,0.00004263826,0.002768932,0.003260436,0.00003210127,0.003476731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003363654,"threshold_uncertainty_score":0.01778889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09361423066896961,"score_gpt":0.4834879637928452,"score_spread":0.3898737331238756,"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."}}