{"id":"W38264947","doi":"10.1002/ctm2.1544","title":"A Tale of Two Schools' Data.","year":2003,"lang":"en","type":"article","venue":"Educational leadership","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Princess Margaret Cancer Foundation","keywords":"Mathematics education; Set (abstract data type); Psychology; Population; School district; Pedagogy; Sociology; Demography; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009666568,0.00005413031,0.00008188486,0.00007042196,0.0001825165,0.00003469625,0.0003278663,0.00003951182,0.00218171],"category_scores_gemma":[0.001254398,0.00005719274,0.00002649829,0.0003035466,0.0001447731,0.0002428455,0.000008860421,0.00008646574,0.0003776177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005452648,"about_ca_system_score_gemma":0.002252132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00187368,"about_ca_topic_score_gemma":0.0004154471,"domain_scores_codex":[0.9989361,0.0002638684,0.0001742784,0.0001597962,0.0002743289,0.000191673],"domain_scores_gemma":[0.9990714,0.0002553895,0.00009765315,0.0003304853,0.0001270353,0.0001180018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[8.396001e-7,0.00009167421,0.04732087,0.00001491628,0.000008977183,3.424061e-8,0.01920523,0.000001043979,0.0000379178,0.8612824,0.071826,0.0002100609],"study_design_scores_gemma":[0.0001888401,0.000007802791,0.0120768,0.00003898974,0.0000100007,0.000002312897,0.157073,0.000001155975,0.0001188731,0.01520892,0.815127,0.0001463723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2017865,0.002307824,0.0001339359,0.1675759,0.004389104,0.0005587263,0.0000801926,0.00006058476,0.6231071],"genre_scores_gemma":[0.9755681,0.00000688227,0.001467613,0.0005722886,0.001139815,0.00001445031,0.00003759623,0.00000641287,0.02118687],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8460735,"threshold_uncertainty_score":0.9987304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3131468929893535,"score_gpt":0.4496923504048779,"score_spread":0.1365454574155244,"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."}}