{"id":"W4386368232","doi":"10.3102/ip.23.2007439","title":"Seeking Utility: Exploring Secondary Mathematics Preservice Teachers' Experiences in General Education Courses","year":2023,"lang":"en","type":"article","venue":"","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Mathematics education; Computer science; Pedagogy; Psychology","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":[0.003344742,0.0002754618,0.0004411223,0.001201601,0.005668123,0.007186,0.00113565,0.001538793,0.004275749],"category_scores_gemma":[0.01135913,0.0004785869,0.0003711863,0.000883188,0.003894406,0.004417495,0.006604515,0.003229357,0.0005521007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002659077,"about_ca_system_score_gemma":0.003789051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01586642,"about_ca_topic_score_gemma":0.04668226,"domain_scores_codex":[0.9980271,0.0009044847,0.00006931906,0.0001588416,0.0003194634,0.0005206382],"domain_scores_gemma":[0.9934384,0.002934007,0.0008003116,0.0002014939,0.0005930818,0.002032667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001044873,0.0002390142,0.04307967,0.00009355861,0.00001232615,0.0006301223,0.9412836,0.00003351199,0.0009996583,0.001750425,0.0008064022,0.01096718],"study_design_scores_gemma":[0.000008680684,0.00007838924,0.02147653,0.0000417329,0.000008876512,0.0003156337,0.972692,0.00006273676,0.0001828995,0.000457296,0.004661762,0.00001331646],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950589,0.0001355444,0.0001824907,0.0006940322,0.0000127437,0.00002090958,0.00003356852,0.000007856341,0.003854065],"genre_scores_gemma":[0.9965145,0.0001902713,0.0002649024,0.0003428059,0.000007231458,0.00001402755,0.00004106437,0.00001192924,0.002613284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01586642,"threshold_uncertainty_score":0.03154814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1920975664664885,"score_gpt":0.4131131700312392,"score_spread":0.2210156035647507,"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."}}