{"id":"W2265300612","doi":"","title":"How General Managers Humanize Their Profession: Evidence from Practice","year":2008,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Dimension (graph theory); Multinational corporation; Process (computing); Public relations; Coherence (philosophical gambling strategy); Humanism; Business; Talent management; Sociology; Knowledge management; Management; Political science; Marketing; Computer science; Economics; Law","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":[0.02175098,0.0002222385,0.0003563428,0.002421228,0.002911237,0.004585409,0.001309258,0.002092413,0.00455439],"category_scores_gemma":[0.07695235,0.0004866556,0.0001676484,0.001970221,0.008683945,0.003294715,0.002986407,0.00174232,0.0005800102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002538307,"about_ca_system_score_gemma":0.004016846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0052333,"about_ca_topic_score_gemma":0.01225774,"domain_scores_codex":[0.9824165,0.01235698,0.0004510979,0.001192367,0.002577731,0.001005282],"domain_scores_gemma":[0.8459617,0.1223574,0.01553657,0.005309766,0.006498121,0.004336373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002183525,0.0003573112,0.15875,0.0008143411,0.00006255652,0.0005008793,0.7358782,0.0001332286,0.00044416,0.004009393,0.003867217,0.09496444],"study_design_scores_gemma":[0.00009927338,0.000487194,0.1924317,0.002159531,0.00006196476,0.00073262,0.7645807,0.0002378616,0.0004635685,0.003814041,0.03488361,0.00004792094],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761081,0.004680488,0.0005186386,0.004882937,0.00003778144,0.00004075066,0.00002115538,0.000009778498,0.01370022],"genre_scores_gemma":[0.9972294,0.001475154,0.0001711184,0.0006268368,0.00001547866,0.00001440283,0.000007312327,0.000004303449,0.000456052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02175098,"threshold_uncertainty_score":0.1150315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02332552183058826,"score_gpt":0.2344623699828566,"score_spread":0.2111368481522683,"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."}}