{"id":"W2758378755","doi":"10.1177/0255761417731439","title":"An investigation of postsecondary violin instructors’ remedial pedagogy: A case study","year":2017,"lang":"en","type":"article","venue":"International Journal of Music Education","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Remedial education; Violin; Psychology; Qualitative research; Attribution; Resistance (ecology); Grounded theory; Pedagogy; Music education; Semi-structured interview; Mathematics education; Medical education; Social psychology; Sociology; Management; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004770186,0.00012356,0.0001870406,0.0004381502,0.0003016891,0.0004191051,0.0006857625,0.00003980156,0.0017942],"category_scores_gemma":[0.0001927515,0.0001132929,0.00008576539,0.000020567,0.0002950239,0.00175418,0.00004718533,0.0001821469,0.00001275203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001246215,"about_ca_system_score_gemma":0.001297969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002527437,"about_ca_topic_score_gemma":0.00431544,"domain_scores_codex":[0.9984475,0.0001083535,0.0006729143,0.0001467052,0.0005342878,0.00009019042],"domain_scores_gemma":[0.9954667,0.00005954133,0.001639396,0.0003430807,0.002370694,0.0001205674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001711382,0.002377473,0.1212348,0.00002421656,0.0004211365,0.0003224036,0.7692373,0.000009340065,0.001422557,0.04441914,0.009566514,0.05079404],"study_design_scores_gemma":[0.003543174,0.001538088,0.1953716,0.0003880393,0.00031979,0.003168198,0.7493539,0.00005442533,0.001475893,0.01093179,0.03328419,0.0005709112],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744974,0.00002151397,0.000005135516,0.0008164285,0.0208582,0.0001683208,0.00001410613,0.000008757067,0.003610122],"genre_scores_gemma":[0.9927835,0.000004943811,0.0002728362,0.0002771023,0.006302697,0.00000644322,0.00001980159,0.00001446407,0.0003181598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07413679,"threshold_uncertainty_score":0.9991183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08109918207637946,"score_gpt":0.3555811778247707,"score_spread":0.2744819957483913,"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."}}