{"id":"W4386366679","doi":"10.3102/ip.23.2014249","title":"Validation of a Tripartite Math Attitudes Scale","year":2023,"lang":"en","type":"article","venue":"","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Scale (ratio); Computer science; Mathematics education; Mathematics; Geography; Cartography","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":[],"consensus_categories":[],"category_scores_codex":[0.0002646687,0.00002425355,0.00004004768,0.00008615848,0.00002629695,0.00002917436,0.0002444881,0.00001135417,0.00007254803],"category_scores_gemma":[0.00004032742,0.00001979638,0.00001928233,0.0004160719,0.0000155788,0.0001694052,0.00007253571,0.0000229762,0.0005087569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006643018,"about_ca_system_score_gemma":0.0001108724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005325491,"about_ca_topic_score_gemma":0.00001137577,"domain_scores_codex":[0.9994999,0.00002174928,0.00007637002,0.00009161649,0.0002044682,0.0001058922],"domain_scores_gemma":[0.9996024,0.0001050407,0.00001655596,0.0001633466,0.00006856817,0.00004407984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000009000437,0.0002129649,0.04782389,0.00007761162,0.00002125224,0.000003183266,0.002063273,0.0002253017,0.02416407,0.8560994,0.0388644,0.03043569],"study_design_scores_gemma":[0.0006188922,0.0002827811,0.6031786,0.00004501966,0.00000393812,0.000007864695,0.0002899036,0.05760594,0.2582954,0.05229208,0.02709456,0.0002849365],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9489722,0.00001883145,0.03733687,0.003310508,0.0001278438,0.00007075241,0.000001796121,0.0001154339,0.01004574],"genre_scores_gemma":[0.9868605,0.00001903463,0.006859603,0.00005034321,0.00002829783,0.000009570134,0.0000053909,0.000001580155,0.006165651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8038073,"threshold_uncertainty_score":0.6539211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08860631120587129,"score_gpt":0.4013723893463434,"score_spread":0.3127660781404721,"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."}}