{"id":"W4280530559","doi":"10.18280/isi.270201","title":"The Development and Validation Prospective Mathematics Teachers Holistic Assessment Tools","year":2022,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Educational Practices and Challenges","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Computer science; Mathematics","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":[0.01621971,0.0005183984,0.0007150627,0.002953766,0.0006423463,0.001509257,0.0008463641,0.0005498603,0.001881813],"category_scores_gemma":[0.03407654,0.0003687025,0.0007295892,0.001627294,0.0006731136,0.001969053,0.002431942,0.001044045,0.0007311009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006710079,"about_ca_system_score_gemma":0.004824817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006558814,"about_ca_topic_score_gemma":0.001189709,"domain_scores_codex":[0.9898448,0.003649302,0.00143783,0.000683039,0.004085638,0.0002994102],"domain_scores_gemma":[0.9818411,0.007267855,0.001513849,0.001443153,0.007201101,0.0007330053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002080814,0.0009909701,0.1774099,0.001180287,0.00009031309,0.000280769,0.008573775,0.002636852,0.01304361,0.006837794,0.00221474,0.7865328],"study_design_scores_gemma":[0.0002223995,0.006274502,0.8170175,0.005250015,0.0003200909,0.002720823,0.02555612,0.02545939,0.03299662,0.01302434,0.07086158,0.0002966195],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7985586,0.001411829,0.1779525,0.0006274664,0.0001820677,0.005669231,0.0007739348,0.0006783844,0.01414593],"genre_scores_gemma":[0.5735501,0.001080541,0.4142294,0.0001376316,0.00004575714,0.006243546,0.001439686,0.00006664365,0.003206721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01621971,"threshold_uncertainty_score":0.08577901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06545017324265696,"score_gpt":0.3469193608287579,"score_spread":0.281469187586101,"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."}}