{"id":"W4412993622","doi":"10.1007/s42330-025-00379-9","title":"Mathematics: An Important Attribute in STEM Education","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Science education; Mathematics education; Environmental education; Pedagogy; Sociology; 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":[0.0005007414,0.0001406003,0.0001714716,0.001171993,0.002542245,0.004951927,0.0003588276,0.0005081933,0.009881375],"category_scores_gemma":[0.003190831,0.00008213842,0.000115379,0.002602478,0.001484621,0.001997684,0.00132077,0.00117201,0.0008032324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003968071,"about_ca_system_score_gemma":0.008962762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05767775,"about_ca_topic_score_gemma":0.1725271,"domain_scores_codex":[0.9992278,0.0001141914,0.00002951408,0.00006158218,0.0004365633,0.0001303611],"domain_scores_gemma":[0.9971907,0.0003258859,0.0003184006,0.00005871468,0.0005734178,0.001532947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002252511,0.0005757075,0.2343624,0.000406401,0.0000411134,0.0004442963,0.008683756,0.0008079262,0.003649026,0.2228505,0.05121434,0.4767393],"study_design_scores_gemma":[0.0000155471,0.0001021081,0.6621868,0.0002809926,0.00002949998,0.0002338907,0.01260498,0.0005054718,0.001567722,0.06902658,0.2534058,0.00004058844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6517115,0.009600787,0.002164582,0.06286649,0.0009500189,0.00003341656,0.0007262254,0.00008825713,0.2718588],"genre_scores_gemma":[0.985429,0.002212431,0.0005715903,0.0006786276,0.0002138213,0.000005112734,0.0001255704,0.00001643085,0.01074747],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.05767775,"threshold_uncertainty_score":0.114684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02652987340467047,"score_gpt":0.3321196951480319,"score_spread":0.3055898217433614,"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."}}