{"id":"W2947697570","doi":"","title":"Heterogeneity of students at school. Return to categories of thought and action","year":2017,"lang":"en","type":"article","venue":"Education et sociétés","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Frontier; Jurisdiction; Action (physics); Counterpoint; Reading (process); Commission; Sociology; Political science; Law; Social science; Pedagogy","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":[0.001729899,0.00006700637,0.0001342761,0.00004758562,0.0007923353,0.00005300486,0.0002637701,0.0000916712,0.0001751209],"category_scores_gemma":[0.002009872,0.0000713376,0.00003902253,0.00006324532,0.0004965436,0.000290745,0.00005657551,0.0000744901,0.000006137363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001017971,"about_ca_system_score_gemma":0.0005400529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009648372,"about_ca_topic_score_gemma":0.0006392309,"domain_scores_codex":[0.9990074,0.0002704857,0.0001932928,0.0001601031,0.0002522896,0.0001163999],"domain_scores_gemma":[0.9987828,0.0002539508,0.0003123022,0.000232464,0.0003126901,0.0001057498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001144483,0.0002505829,0.8598484,0.00004402695,0.00005249881,1.9151e-8,0.08430726,0.000001249247,0.001237496,0.04425208,0.004760301,0.005234592],"study_design_scores_gemma":[0.0001353791,0.00002657593,0.8587521,0.00002723079,0.00002063498,3.126e-7,0.1165105,3.546319e-7,0.001672321,0.00442154,0.01833855,0.00009447076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766371,0.0001588366,0.00002551037,0.01119778,0.003027899,0.0002016337,0.000005465177,0.00001243172,0.008733392],"genre_scores_gemma":[0.9944742,0.0006446042,0.0009527179,0.000199106,0.0006670275,0.00003893429,0.00001404286,0.000006510723,0.003002844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03983054,"threshold_uncertainty_score":0.6094083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4367767424264998,"score_gpt":0.6347694002716419,"score_spread":0.197992657845142,"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."}}