{"id":"W4235720780","doi":"10.5951/tcm.17.2.0068","title":"Problem Solvers: Solutions: Storm-water management","year":2010,"lang":"en","type":"article","venue":"Teaching Children Mathematics","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Storm; Mathematics; Computer science; Meteorology; Geography","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":[0.00156812,0.0008799839,0.0003539155,0.0004945577,0.0016485,0.003304694,0.001519619,0.002965468,0.03443661],"category_scores_gemma":[0.01302398,0.0003609474,0.0004418413,0.001082296,0.001854694,0.003753318,0.002284396,0.00254431,0.004216611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001788217,"about_ca_system_score_gemma":0.004538074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01957517,"about_ca_topic_score_gemma":0.03693311,"domain_scores_codex":[0.9988852,0.0005641707,0.00006909368,0.0001614848,0.0002246958,0.00009539157],"domain_scores_gemma":[0.995272,0.00335062,0.0002492094,0.0001756063,0.0006350257,0.0003177104],"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":[0.0001166763,0.0002165904,0.001621817,0.0009690481,0.00003407765,0.0005074362,0.003752849,0.01070429,0.0006488352,0.2054598,0.4788084,0.2971601],"study_design_scores_gemma":[0.0001077859,0.00007936777,0.001543785,0.000587795,0.00003054591,0.0006003247,0.007533509,0.02341772,0.001370353,0.238067,0.7266179,0.00004385592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.03033954,0.007922414,0.4397398,0.1727376,0.002544123,0.000552095,0.001225077,0.00334891,0.3415904],"genre_scores_gemma":[0.2774888,0.007828075,0.5523341,0.006660311,0.0008342839,0.000522553,0.00217634,0.0007640393,0.1513916],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03443661,"threshold_uncertainty_score":0.115202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01498658915221854,"score_gpt":0.2776065582182972,"score_spread":0.2626199690660787,"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."}}