{"id":"W2391611720","doi":"10.1080/10986065.2016.1151294","title":"<i>Approaches to Qualitative Research in Mathematics Education</i>by A. Bikner-Ahsbahs, C. Knipping, &amp; N. Presmeg (Eds.)","year":2016,"lang":"en","type":"article","venue":"Mathematical Thinking and Learning","topic":"Sociology and Education Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Mathematics education; Qualitative research; Mathematics; Sociology; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.010389,0.0001288575,0.0002616385,0.0001866942,0.001390868,0.000104696,0.0002251958,0.0001610058,0.0002803715],"category_scores_gemma":[0.007507434,0.00009271649,0.00003668483,0.0004159881,0.0006975171,0.0001452085,0.000122256,0.0004955735,0.0003974652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028407,"about_ca_system_score_gemma":0.0001800818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001813896,"about_ca_topic_score_gemma":0.00003441166,"domain_scores_codex":[0.9964243,0.001958706,0.0003252242,0.000323192,0.0004727729,0.0004958402],"domain_scores_gemma":[0.9929709,0.006515609,0.00008305917,0.0001603885,0.0001122031,0.0001578267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004416772,0.0001867926,0.001519112,0.00005962823,0.00002051904,2.267608e-7,0.7169304,0.000001600462,0.00003025956,0.2634544,0.006870355,0.01092226],"study_design_scores_gemma":[0.0001403514,0.00003000567,0.0003916091,0.0005345303,0.000008673896,0.000001443455,0.3221098,0.000007764178,0.00001215251,0.5413906,0.1351789,0.0001942145],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7952763,0.002630283,0.007029868,0.05622187,0.0002186012,0.0008224958,0.000002675532,0.0002207495,0.1375771],"genre_scores_gemma":[0.9176928,0.0003392983,0.01984933,0.0003021219,0.0002711623,0.0001938184,0.000004143792,0.00002839834,0.06131887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3948206,"threshold_uncertainty_score":0.9999092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3890090120965908,"score_gpt":0.4910168299317929,"score_spread":0.1020078178352021,"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."}}