{"id":"W7132004932","doi":"","title":"Thoughtworks: The Dilemma of Acquiring Agile Innovation Talents","year":2024,"lang":"","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"Dilemma; Agile software development; Work (physics); Field (mathematics)","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":[0.02338521,0.0008008349,0.0005405095,0.004309234,0.01074333,0.02486388,0.002593307,0.004862315,0.01070744],"category_scores_gemma":[0.05453955,0.000877108,0.001118057,0.003061633,0.04688865,0.03368121,0.01352688,0.008539445,0.001736323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01106912,"about_ca_system_score_gemma":0.0144224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004603813,"about_ca_topic_score_gemma":0.002929332,"domain_scores_codex":[0.9695411,0.02057929,0.0009233073,0.002209674,0.004823662,0.001922908],"domain_scores_gemma":[0.9262213,0.05239292,0.003860596,0.005409738,0.006656208,0.005459279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005954222,0.00007998777,0.00175018,0.0001209531,0.00002583964,0.0005262098,0.1933243,0.0004482215,0.0005462227,0.7705074,0.006270746,0.02634043],"study_design_scores_gemma":[0.00007912823,0.00007353628,0.001482722,0.0003940662,0.00002048522,0.0003940897,0.2222225,0.001267456,0.0009487608,0.6855847,0.08746683,0.00006573682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2312109,0.002287577,0.1032875,0.1314105,0.001304371,0.0005088557,0.0001420144,0.000579042,0.5292692],"genre_scores_gemma":[0.9556059,0.0006086658,0.01786392,0.003461196,0.0002237436,0.0004260246,0.00006458235,0.0001954268,0.02155051],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02486388,"threshold_uncertainty_score":0.1236743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02058003271078506,"score_gpt":0.2704911462811986,"score_spread":0.2499111135704136,"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."}}