{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001955929,0.00007036039,0.00006924749,0.00004939982,0.003484375,0.0005404889,0.0001436084,0.00002667727,0.00005028214],"category_scores_gemma":[0.0004849173,0.00005968208,0.0000171455,0.0001593703,0.0001375331,0.001669952,0.00007085555,0.0001447458,0.00001000502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007895452,"about_ca_system_score_gemma":0.0004347522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008763668,"about_ca_topic_score_gemma":0.00009803654,"domain_scores_codex":[0.9988542,0.0001509434,0.0002939786,0.00006836374,0.0004679982,0.0001645377],"domain_scores_gemma":[0.9990296,0.0004215153,0.0002795124,0.00008635839,0.000138092,0.00004486687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007400135,0.0000516281,0.001865483,0.00004789353,0.00003914871,1.961645e-7,0.5151648,0.0001527298,0.000004876691,0.3725406,0.0004813706,0.1096439],"study_design_scores_gemma":[0.000160968,0.00004421423,0.02841667,0.0000188047,0.00001741819,0.000004811578,0.6810797,0.0002681577,0.00003573192,0.02690174,0.2628896,0.000162144],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8141656,0.0002370995,0.002745255,0.002499146,0.0006124532,0.0009121813,0.000009724055,0.0001073881,0.1787111],"genre_scores_gemma":[0.9961346,0.00007944961,0.002811955,0.00005467207,0.00005452978,0.0003287759,0.00003175852,0.000004469463,0.0004998042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3456389,"threshold_uncertainty_score":0.9978129,"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."}}