{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001221101,0.00009081067,0.0002544386,0.001333729,0.0001681929,0.00007691654,0.0001093883,0.0001175221,0.00003262463],"category_scores_gemma":[0.000202608,0.00009314208,0.00004008535,0.002833813,0.0001143177,0.000806335,0.00007109718,0.0001733885,1.032005e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000206639,"about_ca_system_score_gemma":0.0003766073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1453759,"about_ca_topic_score_gemma":0.2454853,"domain_scores_codex":[0.998768,0.00005167139,0.000241755,0.0003764291,0.0003737861,0.0001883684],"domain_scores_gemma":[0.9995313,0.0001111388,0.0001391851,0.00004442042,0.00008356379,0.0000903803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001477306,0.00001627725,0.8458687,0.00005027587,0.0005468039,9.356489e-7,0.1470363,6.105332e-7,0.0004881072,0.00009772756,0.00002482666,0.005854658],"study_design_scores_gemma":[0.000094353,0.00003240975,0.9586124,0.0001796167,0.0007618001,1.376064e-7,0.03885857,0.001293861,0.00002112627,0.00001683291,0.00003602509,0.00009289385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990911,0.0001487181,0.00001872354,0.0001080889,0.00005579934,0.0001876879,0.00003563785,0.00001896057,0.0003352603],"genre_scores_gemma":[0.9987054,0.00002125693,0.0003753304,0.000002984082,0.00002535139,0.000005976309,0.0001081514,0.00000666638,0.0007488235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1127437,"threshold_uncertainty_score":0.8603151,"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."}}