{"id":"W2982004589","doi":"","title":"Water is a Luxury: Decreasing Our Water Consumption","year":2018,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Water resources management and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Water consumption; Consumption (sociology); Business; Economics; Natural resource economics; Commerce; Agricultural economics; Environmental science; Water resource management; Aesthetics; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003330612,0.00007767247,0.00006739159,0.0005547647,0.0005432651,0.0002041022,0.0001351272,0.00005643318,0.00002188432],"category_scores_gemma":[0.00001809755,0.00005081137,0.00001335153,0.0001477707,0.0001660228,0.0005657005,0.00003123,0.00009226891,0.00003271635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009370634,"about_ca_system_score_gemma":0.0000273205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001303729,"about_ca_topic_score_gemma":9.963871e-7,"domain_scores_codex":[0.9993822,0.000003755503,0.0001116719,0.0001321286,0.0001185897,0.0002516519],"domain_scores_gemma":[0.9996127,0.000002393083,0.00002351878,0.00009526473,0.000217881,0.00004817889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006402452,0.0001813584,0.01062738,0.0001635212,0.00008379011,0.000001462175,0.006571521,0.0001319066,0.6426655,0.001476208,0.01850353,0.3195298],"study_design_scores_gemma":[0.0003851463,0.0001947651,0.0009229144,0.0000533094,0.00004978348,0.0001619439,0.00136915,0.01993364,0.8864021,0.01042128,0.07983084,0.0002751556],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875758,0.00004051156,0.00745248,0.003378254,0.0009217726,0.0001493213,3.845597e-7,0.0001034329,0.0003780903],"genre_scores_gemma":[0.9976943,0.00003943692,0.001551374,0.0001039464,0.0001884375,0.00001549384,0.000002984632,0.000009792754,0.0003943085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3192546,"threshold_uncertainty_score":0.4178411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01226239911434054,"score_gpt":0.2739328825465951,"score_spread":0.2616704834322546,"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."}}