{"id":"W2513961923","doi":"10.1007/s10649-016-9719-2","title":"Secondary-to-tertiary comparison through the lens of ways of doing mathematics in relation to functions: a study in collaboration with teachers","year":2016,"lang":"en","type":"article","venue":"Educational Studies in Mathematics","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Mathematics education; Ethnomethodology; Curriculum; Transition (genetics); Context (archaeology); Reform mathematics; Relation (database); Connected Mathematics; Pedagogy; Everyday Mathematics; Philosophy of mathematics education; Sociology; Mathematics; Computer science; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002181522,0.0001417014,0.0003754557,0.0003064914,0.0001504149,0.00001901954,0.0002740984,0.00006064193,0.00004441827],"category_scores_gemma":[0.002188667,0.00009207488,0.00002730529,0.001119567,0.0002064437,0.0002267587,0.00006218015,0.0001759458,0.00000840461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004535812,"about_ca_system_score_gemma":0.0003632708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000345166,"about_ca_topic_score_gemma":0.008419302,"domain_scores_codex":[0.9979671,0.0002329384,0.0009141443,0.0001945879,0.0004941879,0.0001970141],"domain_scores_gemma":[0.9968649,0.002143152,0.0003891034,0.0003013052,0.0002744882,0.00002708379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007662682,0.001717235,0.04474153,0.0001398179,0.00004406288,2.411826e-7,0.8213367,0.0001417768,0.00005079324,0.1294849,0.002029339,0.0003059415],"study_design_scores_gemma":[0.0006737793,0.0002187556,0.03887722,0.001940208,0.00005255841,0.000001008989,0.7523748,0.00007141957,0.0001423344,0.203332,0.002014725,0.0003012199],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9329172,0.0001621615,0.02172212,0.03413534,0.0002101254,0.002799369,0.000007883767,0.00003730001,0.008008504],"genre_scores_gemma":[0.9234917,0.00002556091,0.07567599,0.0001704159,0.00004735543,0.0004051038,0.000001538358,0.00001418553,0.0001681702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07384703,"threshold_uncertainty_score":0.4698168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1166519806283012,"score_gpt":0.4157316287721897,"score_spread":0.2990796481438884,"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."}}