{"id":"W2938505351","doi":"10.55016/ojs/jet.v41i3.52496","title":"Learning to Live Well as Teachers in a Changing World: Insights Into Developing a Professional Identity in Teacher Education","year":2018,"lang":"en","type":"article","venue":"Journal of educational thought.","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University; Université de Sherbrooke","funders":"","keywords":"Identity (music); Pedagogy; Teacher education; Professional development; Psychology; Faculty development; Sociology; Mathematics education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005672382,0.0003213517,0.0003406068,0.0009826861,0.01867325,0.009041579,0.001072401,0.001688729,0.001853557],"category_scores_gemma":[0.004531414,0.0003503897,0.0002418039,0.0006085568,0.02863626,0.005279706,0.004665995,0.004058293,0.0003449785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01073463,"about_ca_system_score_gemma":0.01830646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1390057,"about_ca_topic_score_gemma":0.3593163,"domain_scores_codex":[0.9955479,0.003222512,0.00004587018,0.0001248835,0.0003221332,0.0007367043],"domain_scores_gemma":[0.9948699,0.002470564,0.0004403809,0.0001605386,0.0005412119,0.001517427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006724668,0.00002893539,0.001767546,0.00002295814,6.871294e-7,0.0003850023,0.9892901,0.00001325437,0.0002237335,0.0041747,0.0004275495,0.00365883],"study_design_scores_gemma":[0.000002176976,0.00001204117,0.001818424,0.00004349212,0.000001153762,0.0001641433,0.9874669,0.00003368743,0.00007247599,0.0007350711,0.009645995,0.000004481333],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9266053,0.001240122,0.002820507,0.01800012,0.0001445037,0.00008619202,0.00001954355,0.00002276403,0.05106105],"genre_scores_gemma":[0.9920629,0.0005501605,0.0007652597,0.0005688058,0.00001522319,0.00002490469,0.000007239265,0.00001157464,0.005993917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1390057,"threshold_uncertainty_score":0.2763932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05954245596030983,"score_gpt":0.4416553735957768,"score_spread":0.382112917635467,"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."}}