{"id":"W4388301459","doi":"10.2172/2003037","title":"Collaborative Systems Thinking Culture: A Path to Success for Complex Projects (poster).","year":2022,"lang":"en","type":"article","venue":"","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Plan (archaeology); Subject (documents); Computer science; Knowledge management; Path (computing); Process management; Engineering management; Public relations; Management science; Engineering; World Wide Web; Political science","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":[0.01267655,0.0003131306,0.0002043025,0.0006540639,0.004554948,0.008011335,0.0009704183,0.003804232,0.01908122],"category_scores_gemma":[0.0272987,0.0003302327,0.0004824007,0.0006529388,0.00492241,0.004539817,0.01040839,0.00485704,0.003915303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003030722,"about_ca_system_score_gemma":0.01297175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002238332,"about_ca_topic_score_gemma":0.005859186,"domain_scores_codex":[0.9929612,0.00325465,0.0002502549,0.0004802523,0.00238838,0.0006653249],"domain_scores_gemma":[0.9775876,0.005557842,0.001347111,0.001581545,0.005634521,0.008291437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000492315,0.00131016,0.009223335,0.0007804929,0.00005141251,0.0004260067,0.03801262,0.0006972883,0.00836967,0.1664509,0.1981469,0.576039],"study_design_scores_gemma":[0.0003973902,0.001891454,0.04457691,0.001852325,0.0001225351,0.0009306065,0.08437364,0.004736866,0.01909705,0.2022515,0.639542,0.0002277395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2183046,0.003490291,0.07402637,0.4047618,0.01080849,0.001062002,0.00021364,0.001137626,0.2861952],"genre_scores_gemma":[0.8861736,0.001536277,0.04649546,0.01746752,0.0008158407,0.000734843,0.0001184868,0.0003026356,0.04635526],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01908122,"threshold_uncertainty_score":0.0670408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1755486364406933,"score_gpt":0.4184992597087469,"score_spread":0.2429506232680536,"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."}}