{"id":"W2588648512","doi":"10.1145/3051473.3051478","title":"Technology Portfolios","year":2017,"lang":"en","type":"article","venue":"ACM SIGMIS Database the DATABASE for Advances in Information Systems","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Portfolio; Knowledge management; Data collection; Application portfolio management; Selection (genetic algorithm); Computer science; Conceptual framework; Business; Project portfolio management; Process management; Data science; Engineering; Systems engineering; Sociology; Project management","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":[0.003116112,0.0001674674,0.0002307892,0.0003539136,0.00216109,0.0006013555,0.002759137,0.00007719389,0.00003862942],"category_scores_gemma":[0.005740911,0.0001336856,0.00005219689,0.0003080782,0.0003901905,0.01124649,0.0008808204,0.0001976055,0.000193824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001029744,"about_ca_system_score_gemma":0.00008513631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001084091,"about_ca_topic_score_gemma":0.002247438,"domain_scores_codex":[0.9982,0.00007361896,0.000579769,0.0002156135,0.0004479507,0.0004830612],"domain_scores_gemma":[0.996446,0.0003091938,0.000606652,0.002360004,0.0002031805,0.00007504046],"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":[0.0001199378,0.0000669921,0.01461986,0.0006613297,0.00004730426,0.000008960678,0.004894727,0.0001956776,0.00005180046,0.8895163,0.02795601,0.06186108],"study_design_scores_gemma":[0.0006018802,0.00001315442,0.00009916943,0.0001899441,0.00001521169,0.000001692243,0.01011334,0.0009567037,0.00006330408,0.0009715868,0.9867767,0.000197278],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03911135,0.01799753,0.187219,0.01589915,0.02479348,0.02406789,0.02044738,0.001932247,0.668532],"genre_scores_gemma":[0.9870765,0.003705709,0.002485389,0.0002142013,0.0007627727,0.001371277,0.002792127,0.00002545198,0.001566536],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9588207,"threshold_uncertainty_score":0.9991379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03791117323971657,"score_gpt":0.3586521720128902,"score_spread":0.3207409987731736,"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."}}