{"id":"W3116691196","doi":"10.5951/tcm.16.5.0264","title":"Problem Solvers: December 2009","year":2009,"lang":"en","type":"article","venue":"Teaching Children Mathematics","topic":"Botany and Plant Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emblem; White (mutation); Object (grammar); Geography; Archaeology; Computer science; Biology; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001239261,0.001483754,0.000769106,0.0004630415,0.001015753,0.003029237,0.001779448,0.001554035,0.3721457],"category_scores_gemma":[0.008069217,0.0005635137,0.0009306459,0.0006830374,0.0004836623,0.002805118,0.002426643,0.002313948,0.1341833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184211,"about_ca_system_score_gemma":0.001863147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002914938,"about_ca_topic_score_gemma":0.007540901,"domain_scores_codex":[0.9990779,0.000202129,0.00006514417,0.0002896891,0.0002424988,0.0001226241],"domain_scores_gemma":[0.9982392,0.0007423937,0.00005933533,0.0002540184,0.0005399803,0.0001650643],"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":[0.0002180159,0.0001059902,0.0003390448,0.0002712653,0.00001937229,0.00005609501,0.00007946314,0.001870943,0.0003060267,0.01564968,0.813295,0.167789],"study_design_scores_gemma":[0.0002364285,0.00004870131,0.0003530885,0.0001855159,0.00002056568,0.00009867486,0.0001491086,0.01579281,0.001035514,0.03375252,0.9483112,0.00001593656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01157117,0.004975039,0.1657981,0.0237922,0.007240931,0.001156916,0.03960789,0.04074782,0.7051099],"genre_scores_gemma":[0.07919502,0.001681332,0.2037272,0.003490103,0.0008628249,0.001377191,0.05065028,0.008249894,0.6507661],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3721457,"threshold_uncertainty_score":0.895558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01320865584766975,"score_gpt":0.2210136605654023,"score_spread":0.2078050047177325,"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."}}