{"id":"W2010282688","doi":"10.1002/berj.3123","title":"Identity‐trajectory: Reframing early career academic experience","year":2013,"lang":"en","type":"article","venue":"British Educational Research Journal","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":212,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Cognitive reframing; Identity (music); Situated; Construct (python library); Agency (philosophy); Narrative; Sociology; Perspective (graphical); Identity formation; Pedagogy; Narrative inquiry; Qualitative research; Career development; Self-concept; Psychology; Social psychology; 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":["metaresearch","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005066277,0.00007893358,0.0001002177,0.000333705,0.0033221,0.002505763,0.0007859694,0.0001272304,0.02826789],"category_scores_gemma":[0.01607863,0.00009842559,0.00005089105,0.001151984,0.0007583557,0.004258919,0.00006539577,0.002140457,0.001266126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005317848,"about_ca_system_score_gemma":0.002908726,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01845756,"about_ca_topic_score_gemma":0.000647136,"domain_scores_codex":[0.9952819,0.001277362,0.0003248966,0.0002478558,0.002144326,0.0007236619],"domain_scores_gemma":[0.995059,0.001310639,0.0001760628,0.0001167475,0.002898703,0.0004389148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001246616,0.0003130465,0.27128,0.00001662935,0.00004991864,0.00001507941,0.1119126,0.00000387602,0.00145676,0.1141563,0.4527387,0.04804456],"study_design_scores_gemma":[0.00009895147,0.00002401837,0.6084374,0.00009474916,0.000001955072,0.0000870064,0.04839136,0.000001839239,0.00001828603,0.01071936,0.3319911,0.0001339159],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9107326,0.0006928839,0.00005866732,0.02711514,0.00133736,0.0002423041,0.000001403367,0.00001791344,0.05980168],"genre_scores_gemma":[0.9550687,0.0005888717,0.0006713487,0.000341959,0.003592449,0.0001168921,0.000003923308,0.00001527805,0.03960057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3371574,"threshold_uncertainty_score":0.9995115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2717564617183499,"score_gpt":0.5277027560781339,"score_spread":0.2559462943597839,"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."}}