{"id":"W2612749022","doi":"10.1007/s42330-018-0001-8","title":"Key Experiences in Becoming an Independent Mathematics Education Researcher","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Turkish; Mathematics education; Key (lock); Pedagogy; Psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02473704,0.0009141297,0.001396767,0.002790846,0.06336346,0.0249793,0.005171522,0.009274868,0.01821128],"category_scores_gemma":[0.04343664,0.001263734,0.001035921,0.00206783,0.02799884,0.0147738,0.04006168,0.02949181,0.004545885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01240945,"about_ca_system_score_gemma":0.03497244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02116517,"about_ca_topic_score_gemma":0.06264324,"domain_scores_codex":[0.9655958,0.0192479,0.0008151726,0.001589187,0.003724262,0.009027571],"domain_scores_gemma":[0.8999444,0.01284017,0.002072951,0.001225621,0.007413418,0.07650359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001840867,0.00052519,0.003360096,0.0001795547,0.00001618614,0.005312673,0.9283842,0.00004473516,0.0007697716,0.01105749,0.03572455,0.01444153],"study_design_scores_gemma":[0.00001402801,0.00008006405,0.0006375752,0.0001076263,0.000004974915,0.00115457,0.9251482,0.00002432177,0.0001153976,0.0009272016,0.07175761,0.00002836684],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6164844,0.006563405,0.003803465,0.2244658,0.01353304,0.0006094406,0.0003532445,0.0002890889,0.1338982],"genre_scores_gemma":[0.8683621,0.0033627,0.001757557,0.03316049,0.00122368,0.0003233151,0.000161548,0.0002377795,0.0914108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06336346,"threshold_uncertainty_score":0.1308235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.197860495607133,"score_gpt":0.5190969094847173,"score_spread":0.3212364138775843,"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."}}