{"id":"W2983536302","doi":"10.1002/inst.12256","title":"INCOSE Practitioners Challenge 2019: Clean Water and Sanitation in the Ganges River Basin","year":2019,"lang":"en","type":"article","venue":"Insight","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Sanitation; Clean water; Environmental planning; Work (physics); Engineering; Environmental science; Environmental engineering; Environmental resource management; Waste 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01851092,0.0007026966,0.0005054161,0.001003067,0.00763691,0.009266087,0.002610865,0.01346267,0.01035751],"category_scores_gemma":[0.01943027,0.0004531864,0.0006370064,0.001201498,0.004927725,0.004114747,0.01190444,0.01019717,0.001472796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009125301,"about_ca_system_score_gemma":0.05989125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08109912,"about_ca_topic_score_gemma":0.1179188,"domain_scores_codex":[0.9878484,0.005187384,0.0003340525,0.0006336099,0.004314696,0.001681804],"domain_scores_gemma":[0.9799342,0.005800344,0.0006540215,0.0008082228,0.00733449,0.00546866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008862735,0.0004411152,0.007437557,0.001185145,0.00005562664,0.002111883,0.009155958,0.007050023,0.005891772,0.1493989,0.7335243,0.08365906],"study_design_scores_gemma":[0.00002983484,0.0001007496,0.003114078,0.0005332874,0.00001163644,0.0001544708,0.007757115,0.001759095,0.001139352,0.01678925,0.9685665,0.00004464164],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02882861,0.00386632,0.01079474,0.8945327,0.005759527,0.0004076896,0.000696474,0.0004824467,0.05463161],"genre_scores_gemma":[0.4015694,0.008851953,0.06221236,0.3191768,0.002936098,0.001470867,0.002340992,0.0008718032,0.2005698],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08109912,"threshold_uncertainty_score":0.1612542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09631514150162687,"score_gpt":0.3571372284503449,"score_spread":0.260822086948718,"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."}}