{"id":"W4392168525","doi":"10.4018/ijtepd.337965","title":"Middle School Mathematics Achievement","year":2024,"lang":"en","type":"article","venue":"International Journal of Teacher Education and Professional Development","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mathematics education; Mathematics","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":[0.0007015825,0.0004896324,0.0005126379,0.002061207,0.00159327,0.001965503,0.0006474507,0.0005332807,0.01353153],"category_scores_gemma":[0.001858647,0.0001573468,0.0006153684,0.0008712685,0.0003092672,0.0007905297,0.001551107,0.0006641339,0.002866908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008475194,"about_ca_system_score_gemma":0.0008446352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008982856,"about_ca_topic_score_gemma":0.01332455,"domain_scores_codex":[0.9993219,0.00006017937,0.000054112,0.0001706615,0.0002229343,0.000170322],"domain_scores_gemma":[0.9988413,0.0001193659,0.0002807709,0.0001199437,0.0003027458,0.0003358587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007645999,0.002593998,0.8773899,0.0001232307,0.0001940391,0.0003304839,0.005446424,0.0001904504,0.006852206,0.002210404,0.003072451,0.1008318],"study_design_scores_gemma":[0.00000924252,0.0003547082,0.9929931,0.00001632506,0.00002998849,0.00004244963,0.00100036,0.00008574709,0.001654855,0.0002302634,0.003576381,0.000006517826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753156,0.0002400566,0.0002585017,0.0001153983,0.00002191106,0.00005724721,0.0008307862,0.00009066739,0.02306988],"genre_scores_gemma":[0.9897919,0.00009435097,0.0002560678,0.00002780681,0.000007951467,0.00005000464,0.000569538,0.00001017769,0.009192276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01353153,"threshold_uncertainty_score":0.04526752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04630128971738402,"score_gpt":0.4120579328234313,"score_spread":0.3657566431060473,"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."}}