{"id":"W4408366958","doi":"10.1016/j.tate.2025.104997","title":"Starting teaching as a millennial: A generational view on early career teaching in Canada","year":2025,"lang":"en","type":"article","venue":"Teaching and Teacher Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Queen's University","funders":"Social Sciences and Humanities Research Council","keywords":"Pedagogy; Psychology; Mathematics education; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001476548,0.0002177854,0.0002837792,0.001791808,0.011645,0.003189878,0.00112981,0.0003977004,0.002714905],"category_scores_gemma":[0.002280937,0.0001934718,0.0002980701,0.002934277,0.002353071,0.001100141,0.002702984,0.001342379,0.00009365271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05098009,"about_ca_system_score_gemma":0.0692301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9910045,"about_ca_topic_score_gemma":0.9961378,"domain_scores_codex":[0.9986696,0.0001540583,0.00002680116,0.0001028811,0.0002853583,0.0007612823],"domain_scores_gemma":[0.9976453,0.0002754403,0.0002530718,0.00005977328,0.0007041402,0.001062212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002236772,0.0001172598,0.4959517,0.0001624077,0.00004527109,0.001082702,0.404054,0.0002932891,0.001438563,0.01849695,0.004418521,0.07371564],"study_design_scores_gemma":[0.00001071435,0.00006583754,0.592419,0.0003890026,0.00003996639,0.00036985,0.3785506,0.0004482139,0.0002832805,0.001512458,0.02583242,0.00007860762],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850183,0.002072075,0.0002045177,0.003510342,0.00004296779,0.00002556072,0.0002205723,0.000007296542,0.008898311],"genre_scores_gemma":[0.9969314,0.001228604,0.0001298142,0.0002365715,0.000004956021,0.00000500849,0.00006568746,0.000005616036,0.001392306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05098009,"threshold_uncertainty_score":0.3698882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06059123770272546,"score_gpt":0.3710474079878414,"score_spread":0.310456170285116,"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."}}