{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01474453,0.0004214586,0.0003218468,0.000765052,0.006586099,0.007328708,0.001296421,0.00194604,0.00519736],"category_scores_gemma":[0.02561289,0.0005071087,0.0004014177,0.0003520155,0.009610628,0.008584568,0.01453431,0.003617271,0.001502493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001791639,"about_ca_system_score_gemma":0.004045769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004642524,"about_ca_topic_score_gemma":0.001010094,"domain_scores_codex":[0.9814838,0.01499495,0.0003643803,0.0007306406,0.001530816,0.0008955241],"domain_scores_gemma":[0.9790951,0.01180783,0.001146023,0.003660307,0.002013609,0.002277136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009550129,0.0004919836,0.004734569,0.0002065905,0.00002090902,0.0005352965,0.5453013,0.0004097311,0.006208532,0.3225429,0.005565571,0.1138871],"study_design_scores_gemma":[0.00008564624,0.0002782213,0.004930499,0.0005771313,0.00005050378,0.00166916,0.4082711,0.003839722,0.01553916,0.3316905,0.2329784,0.00009005795],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2935855,0.0004506191,0.3789775,0.01329655,0.0006347043,0.0006191889,0.00005059945,0.0009293018,0.3114561],"genre_scores_gemma":[0.9393483,0.00009980655,0.04754015,0.0004703352,0.00002136383,0.0002741759,0.00003191889,0.0001253197,0.01208858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01474453,"threshold_uncertainty_score":0.07797748,"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."}}