{"id":"W4403825214","doi":"10.1093/eurpub/ckae144.2281","title":"How do working conditions change for in-person versus digital work? The case of schoolteachers","year":2024,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Technostress in Professional Settings","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Waterloo","funders":"","keywords":"Work (physics); Working hours; Psychology; Engineering; Labour economics; Mechanical engineering; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005648783,0.000124192,0.0002088144,0.000374434,0.0001353589,0.0002564149,0.0003761269,0.00003920073,0.00006624214],"category_scores_gemma":[0.0006450189,0.00008733988,0.0001385511,0.0005664369,0.0001134007,0.0004008408,0.00005072195,0.0008315379,0.00001311644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001667969,"about_ca_system_score_gemma":0.0001687053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001085907,"about_ca_topic_score_gemma":0.000004854135,"domain_scores_codex":[0.997718,0.001018061,0.0004845351,0.0001803396,0.0001855664,0.0004134451],"domain_scores_gemma":[0.9983485,0.0006913825,0.0004505859,0.0002230768,0.00009463647,0.0001918006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000651278,0.0001219604,0.001495617,0.00006544777,0.0001356446,0.002119183,0.01538577,5.664147e-7,0.000007327395,0.01257882,0.0333082,0.9347163],"study_design_scores_gemma":[0.007032258,0.002868169,0.04033124,0.004250749,0.00007510672,0.005180957,0.1882461,0.0000374058,0.00001441746,0.0007846776,0.7505786,0.0006002887],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.771135,0.01400935,0.003665402,0.1929311,0.008647315,0.0008521488,0.0001610549,0.0001198898,0.008478728],"genre_scores_gemma":[0.998204,0.00002253622,0.0003192199,0.0003074309,0.0007463915,0.00001047588,0.000006846864,0.00004554692,0.0003375684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9341161,"threshold_uncertainty_score":0.3612665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2716221796372,"score_gpt":0.4175943533002417,"score_spread":0.1459721736630418,"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."}}