{"id":"W3124751919","doi":"","title":"Communicating Company Innovation Culture: Assessment Through Job Advertisements Analysis","year":2017,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research University Higher School of Economics","keywords":"Context (archaeology); Soft skills; Organizational culture; Business; Marketing; Skills management; Composition (language); Public relations; Knowledge management; Management; Political science; Computer science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00479645,0.0002531182,0.0002286882,0.003747904,0.0008052218,0.002198667,0.000328157,0.0004277631,0.002189298],"category_scores_gemma":[0.01757568,0.0001661039,0.0002015552,0.001882776,0.0005958913,0.0009880564,0.001173672,0.0004397117,0.0005659175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007642152,"about_ca_system_score_gemma":0.0007983738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006635617,"about_ca_topic_score_gemma":0.001077835,"domain_scores_codex":[0.9958054,0.002036984,0.0003740369,0.0002194256,0.001278657,0.0002855099],"domain_scores_gemma":[0.9585792,0.0304096,0.00451672,0.0008625401,0.004697726,0.0009342956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005221766,0.0007732526,0.6205683,0.0009293936,0.00007045377,0.0006515897,0.1234761,0.0005944985,0.01563017,0.002695489,0.002643223,0.2314454],"study_design_scores_gemma":[0.00001607147,0.0005730198,0.825628,0.0002148858,0.00006139092,0.0004531087,0.1474304,0.003664968,0.008992464,0.00127703,0.0115894,0.00009907987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924396,0.00006508055,0.001632616,0.00009224678,0.00001167026,0.00006948327,0.0001637246,0.00002500303,0.005500504],"genre_scores_gemma":[0.995246,0.00009014203,0.002989803,0.00003979778,0.00002389784,0.0001202729,0.0002630251,0.00001320169,0.001213984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00479645,"threshold_uncertainty_score":0.02536631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1256694268626067,"score_gpt":0.4349396258010762,"score_spread":0.3092701989384695,"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."}}