{"id":"W4362719232","doi":"10.1016/j.tate.2023.104135","title":"Developing teacher identity through purposeful dialogue","year":2023,"lang":"en","type":"article","venue":"Teaching and Teacher Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Identity (music); Pedagogy; Psychology; Mathematics education; Sociology; Art; Aesthetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002902143,0.0001789935,0.0001847908,0.0001691869,0.001541456,0.0002553178,0.0002452027,0.0001473603,0.0001291461],"category_scores_gemma":[0.001206757,0.0001844692,0.00005918754,0.0004700388,0.0002427,0.0008783198,0.00006599756,0.0006297857,0.0002752549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000291277,"about_ca_system_score_gemma":0.0006046642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01103613,"about_ca_topic_score_gemma":0.001588705,"domain_scores_codex":[0.9975884,0.0009780154,0.0002476494,0.0003851988,0.0003490651,0.0004516748],"domain_scores_gemma":[0.999312,0.0001716215,0.0001109158,0.0002127355,0.00006748211,0.0001251771],"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":[0.000003712108,0.0002105203,0.05690758,0.00003036684,0.0000311854,4.655894e-7,0.6669384,5.542533e-7,0.00002335147,0.1355832,0.0303456,0.109925],"study_design_scores_gemma":[0.0001496365,0.00001147477,0.1891687,0.00005564533,0.0000343646,0.000001754925,0.3816322,0.000006366599,0.000006448667,0.02433987,0.4042619,0.0003316411],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8331214,0.0009826226,0.001117456,0.1212181,0.001863964,0.0003822516,0.000001513153,0.0009428012,0.04036999],"genre_scores_gemma":[0.9717716,0.0001924605,0.001623923,0.0009391694,0.001428239,0.0001000077,0.00004274932,0.00002722208,0.02387461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3739162,"threshold_uncertainty_score":0.9997584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1719158303965665,"score_gpt":0.4397034032914017,"score_spread":0.2677875728948351,"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."}}