{"id":"W2056654355","doi":"10.1162/0747936041423217","title":"Environmental Information Systems as Appropriate Technology","year":2004,"lang":"en","type":"article","venue":"Design Issues","topic":"Water resources management and optimization","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Environmental planning; Environmental resource management; Business; Systems engineering; Data science; Engineering; Geography; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01097354,0.001193066,0.001511688,0.004752547,0.003573245,0.02521124,0.003058994,0.01067206,0.02299083],"category_scores_gemma":[0.02230191,0.0006506714,0.0007878097,0.006761016,0.01707558,0.03122081,0.009766222,0.007884103,0.0105239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007507425,"about_ca_system_score_gemma":0.006308859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002428985,"about_ca_topic_score_gemma":0.001501079,"domain_scores_codex":[0.9790024,0.01126485,0.001950177,0.002024611,0.004706685,0.00105134],"domain_scores_gemma":[0.9900463,0.004844137,0.0005645308,0.002187843,0.001863082,0.0004940868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004532268,0.000008873082,0.00005278732,0.0001069528,0.000004999088,0.00005215372,0.0005096592,0.0001628411,0.00004370042,0.9687083,0.02089626,0.009448864],"study_design_scores_gemma":[0.000006756809,0.000008418084,0.00005644112,0.0003276152,0.000007121003,0.00009647226,0.0003813826,0.0002616093,0.00008276993,0.3625267,0.6362348,0.000009965653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001576885,0.04177489,0.05993811,0.1099683,0.008809005,0.0003491834,0.0007121942,0.0008390062,0.7760324],"genre_scores_gemma":[0.2829857,0.1106751,0.1406419,0.07808558,0.02110582,0.003282793,0.00280981,0.001488914,0.3589244],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02521124,"threshold_uncertainty_score":0.07691199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005508445878320846,"score_gpt":0.1691096866405238,"score_spread":0.1636012407622029,"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."}}