{"id":"W4406948843","doi":"10.1177/036063251304300509","title":"Walking through Water","year":2013,"lang":"en","type":"article","venue":"Lighting Design + Application","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; 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":[0.0003276177,0.0004364783,0.0002126593,0.0005639701,0.02268662,0.00592884,0.0006665467,0.001468665,0.02434385],"category_scores_gemma":[0.00104119,0.0003103725,0.0001844225,0.001003399,0.008003021,0.001519835,0.002886664,0.003436441,0.002064646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01108877,"about_ca_system_score_gemma":0.009731632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.81568,"about_ca_topic_score_gemma":0.9557766,"domain_scores_codex":[0.9995559,0.00009511258,0.000005089293,0.00007329635,0.00009657023,0.000174055],"domain_scores_gemma":[0.9996767,0.00002708847,0.00001021306,0.00002611944,0.0001023432,0.0001574699],"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":[0.000180976,0.00009473134,0.00749963,0.0001906634,0.00003220988,0.002203012,0.2837151,0.0007179745,0.005654558,0.1729481,0.3709464,0.1558165],"study_design_scores_gemma":[0.000006409366,0.00002232319,0.004385422,0.0000917558,0.000006959093,0.0001661308,0.08682325,0.0001286209,0.0003338685,0.003596816,0.9044077,0.00003075768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1541249,0.001606873,0.005417626,0.03097394,0.001833555,0.0001003964,0.0005027218,0.0003628692,0.8050771],"genre_scores_gemma":[0.484611,0.0009789271,0.003186829,0.002839794,0.0001035293,0.00003510313,0.0001422564,0.0002361996,0.5078664],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.81568,"threshold_uncertainty_score":0.370811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01527500897012202,"score_gpt":0.2584132874824859,"score_spread":0.2431382785123639,"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."}}