{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006168103,0.0001982853,0.0006143493,0.007899343,0.004520573,0.008825138,0.001245193,0.001256421,0.005155687],"category_scores_gemma":[0.01894459,0.00024731,0.0004959104,0.004297737,0.01417858,0.006256877,0.008290779,0.001799335,0.000387063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005857841,"about_ca_system_score_gemma":0.003531863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01491024,"about_ca_topic_score_gemma":0.01097618,"domain_scores_codex":[0.9878615,0.00531572,0.0006659926,0.001684334,0.002507544,0.001964914],"domain_scores_gemma":[0.9873674,0.005281661,0.002023277,0.001539794,0.001595259,0.002192596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001314434,0.0001162905,0.1502208,0.000135064,0.00006787267,0.0002925659,0.3928904,0.0003479302,0.0007052922,0.3812123,0.002568561,0.07131155],"study_design_scores_gemma":[0.00003937758,0.0001572842,0.2680471,0.0002894833,0.00003124854,0.0005177924,0.3815609,0.0009536883,0.0002916061,0.2859625,0.06204155,0.0001074241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.879314,0.001833414,0.006235002,0.009004488,0.00008127718,0.000100403,0.0003252123,0.00007375782,0.1030326],"genre_scores_gemma":[0.9985729,0.00007333063,0.0002444419,0.0001386628,0.00001295951,0.00002010764,0.00003909512,0.000007009703,0.0008913407],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01491024,"threshold_uncertainty_score":0.04250181,"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."}}