{"id":"W4403984483","doi":"10.1016/j.ssaho.2024.101198","title":"Logistic regression of post-pandemic organizational commitment in teachers, principals, and educational assistants: Separate but together","year":2024,"lang":"en","type":"article","venue":"Social Sciences & Humanities Open","topic":"Resilience and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of Winnipeg","funders":"Canadian Mental Health Association; World Health Organization","keywords":"Organizational commitment; Logistic regression; Psychology; Pandemic; Social psychology; Coronavirus disease 2019 (COVID-19); Mathematics; Statistics; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006873884,0.00009089718,0.000146937,0.00009315765,0.0003974146,0.0001521722,0.0003606649,0.00005694835,0.001860654],"category_scores_gemma":[0.00002761778,0.0000696809,0.00001800531,0.0002469831,0.0006949709,0.0002563185,0.000146651,0.0001078661,0.00003798748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001622222,"about_ca_system_score_gemma":0.0005259665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003192981,"about_ca_topic_score_gemma":0.001912306,"domain_scores_codex":[0.9988945,0.0001539101,0.000238107,0.0002679046,0.0002346064,0.0002109983],"domain_scores_gemma":[0.9996539,0.0001321298,0.00007714677,0.00006520269,0.00004197122,0.00002966007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007874783,0.0003628435,0.2160535,0.0001019147,0.000037399,0.000009408765,0.1084693,0.000003419654,0.0006190435,0.6576906,0.006701481,0.009872274],"study_design_scores_gemma":[0.0006035487,0.0004078211,0.8565176,0.0003644445,0.00002255592,0.00002008599,0.09852856,0.00002843586,0.00005382911,0.03348713,0.009658815,0.0003071714],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9279863,0.001244981,0.000003137529,0.0009405447,0.0004447956,0.0003384584,0.00004874363,0.00001279579,0.0689803],"genre_scores_gemma":[0.9865067,0.00004672614,0.00006452938,0.0003854793,0.0001024447,0.00003689536,0.00002299891,0.00000683072,0.01282741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6404641,"threshold_uncertainty_score":0.9990518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1414479516513757,"score_gpt":0.47869305527852,"score_spread":0.3372451036271443,"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."}}