{"id":"W2802149811","doi":"10.1177/0018726718761552","title":"How professionalization and organizational diversity shape contemporary careers: Developing a typology and process model","year":2018,"lang":"en","type":"article","venue":"Human Relations","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Professionalization; Typology; Diversity (politics); Process (computing); Sociology; Knowledge management; Engineering ethics; Social science; Engineering; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00005807766,0.000071792,0.00007215023,0.00008049673,0.001301799,0.0001006905,0.00005538787,0.00004477052,0.00005020864],"category_scores_gemma":[0.00007297317,0.00006562171,0.000007461847,0.0001653642,0.0001563806,0.0007852732,0.0002563309,0.00004446445,0.000006859346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009561668,"about_ca_system_score_gemma":0.00002359044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002734794,"about_ca_topic_score_gemma":0.00008855615,"domain_scores_codex":[0.999565,0.000005402645,0.00008578943,0.0001663235,0.00009489125,0.00008256543],"domain_scores_gemma":[0.9995572,0.00001532497,0.00008805571,0.00004631889,0.0002856892,0.000007424268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003408014,0.000008164428,0.8258884,0.00003642958,0.00001303183,3.68297e-7,0.001040012,0.00001712842,0.00002151306,0.1719548,0.0009698746,0.00004690395],"study_design_scores_gemma":[0.0008657868,0.00002373402,0.8461602,0.0001671516,0.00008073052,0.000002636184,0.005316392,0.03212376,0.00001597465,0.1119215,0.002875188,0.0004469415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888152,0.0001449072,0.0008468443,0.003491933,0.00006058544,0.0001486831,0.000002422671,0.00006018686,0.006429239],"genre_scores_gemma":[0.9984977,0.000005836595,0.0001602265,0.0007203841,0.0001825912,0.000005304899,0.00004125138,0.000006616219,0.0003801466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06003321,"threshold_uncertainty_score":0.9999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06468485257853372,"score_gpt":0.2707988177112133,"score_spread":0.2061139651326796,"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."}}