{"id":"W1542867965","doi":"","title":"Factors that influence participation of students in secondary science and mathematics subjects in IB Schools outside of the United States and Canada.","year":2012,"lang":"en","type":"dissertation","venue":"University of Minnesota Digital Conservancy (University of Minnesota)","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Political science; Mathematics; Pedagogy; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002271759,0.0001690984,0.0003863878,0.0002091168,0.0001678537,0.00001444268,0.0005468662,0.00009621449,0.00002373292],"category_scores_gemma":[0.0002302773,0.0001176028,0.00004203798,0.001122796,0.000657874,0.0007456538,0.0002642571,0.0001475674,2.404716e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001228829,"about_ca_system_score_gemma":0.0003725256,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2538709,"about_ca_topic_score_gemma":0.6977679,"domain_scores_codex":[0.9987406,0.00003976482,0.0002349303,0.0002353752,0.0005547137,0.0001945964],"domain_scores_gemma":[0.9981399,0.0003457658,0.0006183211,0.0001019365,0.0007283673,0.00006568509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000588542,0.0002087006,0.9902544,0.0002343416,0.00003598963,0.000002202813,0.006278723,0.000006838403,0.002099994,0.0002500667,0.0001098772,0.000460005],"study_design_scores_gemma":[0.0002431882,0.00003739831,0.8544091,0.0003072504,0.00003700469,3.671678e-7,0.1439746,0.000009893528,0.0005460325,0.00006457304,0.000246558,0.0001240525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984452,0.00008841604,1.55307e-7,0.0002424026,0.0000571321,0.0002693215,0.0004838713,0.000003654936,0.0004098153],"genre_scores_gemma":[0.9993025,0.0001421449,0.00003701799,0.00000704597,0.000001681365,1.030254e-7,0.0001829328,0.000001353079,0.0003251898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4438969,"threshold_uncertainty_score":0.7510976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02596568179645515,"score_gpt":0.2214464897991938,"score_spread":0.1954808080027387,"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."}}