{"id":"W4393957223","doi":"10.22329/celt.v14i1.7136","title":"Titles, experience, identities, and time: How the early career stage is defined by educational developers","year":2023,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Brandon University; Dalhousie University; Assiniboine Community College; University of Toronto","funders":"","keywords":"Pedagogy; Mathematics education; Stage (stratigraphy); Career development; Psychology; Qualitative research; Sociology; Higher education; Social science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01859578,0.0002774415,0.000447891,0.001744548,0.007126144,0.008429689,0.001153206,0.00113796,0.002573665],"category_scores_gemma":[0.04154981,0.0004948171,0.0002628884,0.001257653,0.008455643,0.007299989,0.007587812,0.002223544,0.000371118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003227076,"about_ca_system_score_gemma":0.005325849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009042053,"about_ca_topic_score_gemma":0.01408575,"domain_scores_codex":[0.9865178,0.009652287,0.0004803151,0.000602796,0.001625868,0.001120958],"domain_scores_gemma":[0.9626147,0.02176816,0.00401063,0.001114486,0.003744118,0.006747812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002785655,0.00003181515,0.03697939,0.00005241945,0.000003789023,0.0004282111,0.9512918,0.00001647587,0.0003359556,0.002429862,0.0006451532,0.007757199],"study_design_scores_gemma":[0.000005269453,0.00003925794,0.01811627,0.0001643504,0.000005346247,0.000522033,0.9622269,0.00009125596,0.000169489,0.001106545,0.01753015,0.00002328105],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825135,0.0009090442,0.001737413,0.002786929,0.00009444648,0.00002720149,0.00001951089,0.00001062494,0.01190138],"genre_scores_gemma":[0.9970061,0.0003733408,0.0004966798,0.0002297922,0.00001172004,0.00001974976,0.00001329862,0.00001286467,0.001836427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01859578,"threshold_uncertainty_score":0.0983451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02739759471433188,"score_gpt":0.3343367841090719,"score_spread":0.30693918939474,"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."}}