{"id":"W2323721937","doi":"10.1177/154193120805202205","title":"“The Real World” HF/E: Understanding the Realities of Your First Professional Job","year":2008,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Graduation (instrument); Panel discussion; Career development; Career path; Psychology; Public relations; Work (physics); Sociology; Pedagogy; Management; Political science; Engineering; Advertising","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003199592,0.0003926018,0.0002898741,0.0006798701,0.005426354,0.00644911,0.0006252927,0.002729505,0.02331427],"category_scores_gemma":[0.004383042,0.0002925414,0.0003421673,0.0003624584,0.003069663,0.008377981,0.002148622,0.005521363,0.002902956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001675263,"about_ca_system_score_gemma":0.00228803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005036785,"about_ca_topic_score_gemma":0.01714564,"domain_scores_codex":[0.9990966,0.0003508615,0.00001630185,0.00006425037,0.0002225244,0.0002495088],"domain_scores_gemma":[0.9964439,0.001008629,0.0001821397,0.00005729423,0.0004241345,0.001883824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004054974,0.0001275883,0.005760468,0.0002007479,0.000007350537,0.0003625569,0.03243272,0.00007884378,0.000719343,0.01108911,0.8519244,0.0972564],"study_design_scores_gemma":[0.000009481179,0.0001419704,0.01256543,0.0005671738,0.000007095219,0.0004792138,0.1679399,0.0001841574,0.0002018502,0.008453284,0.8093988,0.00005164563],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0325111,0.02066555,0.006673489,0.8223099,0.03950036,0.0001078728,0.0001726887,0.0002031567,0.07785609],"genre_scores_gemma":[0.4407039,0.03961074,0.01184129,0.1851858,0.01642623,0.0002983476,0.0004476256,0.0003963852,0.3050897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02331427,"threshold_uncertainty_score":0.07799399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03476847169826909,"score_gpt":0.2328217522950518,"score_spread":0.1980532805967827,"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."}}