{"id":"W4221057338","doi":"10.12821/ijispm090401","title":"Risk and vulnerability management, project agility and resilience: a comparative analysis","year":2022,"lang":"en","type":"article","venue":"International journal of information systems and project management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Vulnerability (computing); Resilience (materials science); Process management; Risk management; Project management; Extreme project management; Project management triangle; Knowledge management; Risk analysis (engineering); Exploit; Computer science; Conceptual framework; OPM3; Management science; Business; Engineering; Systems engineering; Sociology; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.006869907,0.0001696156,0.0003876113,0.002734995,0.0004567187,0.0009548153,0.0005415021,0.000026019,0.00005089595],"category_scores_gemma":[0.00009255627,0.0001308269,0.0001100189,0.001417832,0.0001276806,0.001946768,0.0007755819,0.0002459415,0.000003515023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001100395,"about_ca_system_score_gemma":0.00003640766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002650905,"about_ca_topic_score_gemma":0.00002082667,"domain_scores_codex":[0.9957466,0.0004777382,0.001423216,0.0002682643,0.001926218,0.0001579741],"domain_scores_gemma":[0.9973662,0.0002237702,0.001531722,0.0002478184,0.0005731581,0.00005729462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001541174,0.0001799483,0.4319073,0.0002890457,0.005471234,0.00004751894,0.02025042,0.009879874,0.000002104094,0.06291111,0.01951379,0.4480065],"study_design_scores_gemma":[0.002244548,0.0003094921,0.2570435,0.00004001784,0.0005189696,0.0002297986,0.07473721,0.04961825,0.000002912086,0.001728828,0.6131846,0.000341864],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9079642,0.0008056057,0.03640677,0.0004735993,0.002093396,0.002183779,0.0002277207,0.00005583982,0.04978915],"genre_scores_gemma":[0.996792,0.0007793781,0.001423249,0.0001022054,0.00004640918,0.00006591088,0.00001233089,0.000002477577,0.0007761061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5936708,"threshold_uncertainty_score":0.9207306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05163142071600029,"score_gpt":0.3809606983577407,"score_spread":0.3293292776417404,"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."}}