{"id":"W4404950405","doi":"10.21125/iceri.2024.1355","title":"A LONGITUDINAL TREND ANALYSIS OF EARLY CAREER TEACHERS: FIVE YEARS OF DATA COLLECTION AND ANALYSIS EXAMINING PROFESSIONAL AND PERSONAL FACTORS AFFECTING RETENTION IN ONE CANADIAN PROVINCE","year":2024,"lang":"en","type":"article","venue":"ICERI proceedings","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Data collection; Career development; Longitudinal data; Psychology; Trend analysis; Medical education; Computer science; Sociology; Pedagogy; Social science; Medicine; Data mining","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004596518,0.0003204868,0.0005272675,0.003886953,0.004597856,0.001810072,0.001844328,0.0005787925,0.0009099373],"category_scores_gemma":[0.008123549,0.000486007,0.0006115926,0.008823252,0.0008758858,0.001022719,0.001714999,0.001151276,0.0002468642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01996284,"about_ca_system_score_gemma":0.07095134,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9883923,"about_ca_topic_score_gemma":0.9907323,"domain_scores_codex":[0.9977338,0.0002653082,0.0001761085,0.0002208354,0.0007055912,0.0008983572],"domain_scores_gemma":[0.9885172,0.000641666,0.0009350798,0.0003679863,0.008266457,0.001271606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009812917,0.0001176534,0.9820371,0.00004042524,0.00002833455,0.00006699823,0.008027169,0.00009071275,0.0003817233,0.0000989254,0.0005804017,0.00843241],"study_design_scores_gemma":[0.00000240309,0.00007157816,0.9882885,0.00002000006,0.00001575574,0.00001496146,0.01056268,0.0001465426,0.00008823774,0.000009008938,0.0007724166,0.000007887979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971221,0.0001559849,0.000244891,0.0001099346,0.000006010634,0.00007042563,0.001503258,0.00001088447,0.0007763787],"genre_scores_gemma":[0.9956273,0.0001954783,0.0005904718,0.00004266766,0.000003430319,0.00010249,0.002053028,0.000006526291,0.001378602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01996284,"threshold_uncertainty_score":0.1448413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1157719325625628,"score_gpt":0.3319982596867695,"score_spread":0.2162263271242067,"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."}}