{"id":"W4231404186","doi":"10.5951/tcm.17.1.0012","title":"Problem Solvers: Solutions: Waste in our world","year":2010,"lang":"en","type":"article","venue":"Teaching Children Mathematics","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Series (stratigraphy); Computer science; Pedagogy; Psychology; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004334304,0.0001657621,0.0001692682,0.0002652174,0.0000671998,0.00004953326,0.0002047021,0.00007290739,0.00004255935],"category_scores_gemma":[0.00006278928,0.0001706087,0.00004661883,0.0001511521,0.000009747767,0.0001177278,0.00002877844,0.0008776652,0.000105789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004009983,"about_ca_system_score_gemma":0.00001992371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002436819,"about_ca_topic_score_gemma":0.0002513375,"domain_scores_codex":[0.9991612,0.00001339772,0.0002800257,0.0001219771,0.0001175832,0.0003057536],"domain_scores_gemma":[0.9995301,0.00004649535,0.00003153262,0.0003084427,0.0000104803,0.00007297939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007041152,0.002195969,0.0313206,0.002112225,0.0004455823,0.00001423966,0.07321135,0.3052127,0.04320165,0.3934502,0.1167616,0.03206679],"study_design_scores_gemma":[0.004226726,0.000106824,0.03776614,0.001971639,0.0002286903,0.0004595809,0.00712306,0.8550537,0.004918109,0.04812794,0.03493651,0.005081046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548892,0.0001253267,0.01738027,0.000448124,0.001005214,0.0004273217,0.00001075184,0.001169195,0.02454464],"genre_scores_gemma":[0.9284789,0.000007328279,0.07040834,0.00002678175,0.0002597064,0.00002333666,0.00001605937,0.00005556358,0.0007239578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.549841,"threshold_uncertainty_score":0.6957222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01485001327428895,"score_gpt":0.2656977720159462,"score_spread":0.2508477587416573,"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."}}