{"id":"W2302021041","doi":"","title":"Mathematical Mayhem: Mayhem problems M482-M487. Mayhem solutions M440, M442, M445-M450. Problem of the month","year":2011,"lang":"en","type":"article","venue":"Crux mathematicorum","topic":"American and British Literature Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interim; Operations research; Engineering; Political science; Law","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000675332,0.0005185041,0.0009485101,0.0001860183,0.0006959062,0.00025684,0.0009831332,0.0001528333,0.01000184],"category_scores_gemma":[0.0001036011,0.0003540867,0.0006913895,0.0003191533,0.001244998,0.0004182313,0.0003656844,0.0004444721,0.0005057497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008887049,"about_ca_system_score_gemma":0.0001405015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002149047,"about_ca_topic_score_gemma":0.0002777617,"domain_scores_codex":[0.9962854,0.0001457923,0.001270988,0.0005381389,0.0008438745,0.0009158546],"domain_scores_gemma":[0.9973496,0.0001529495,0.0007208014,0.001158784,0.0004226307,0.0001953033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002197252,0.001172845,0.00006206343,0.0009005764,0.0004235489,0.00001159876,0.05101509,0.000003052377,0.0003300452,0.9097737,0.03471613,0.001569373],"study_design_scores_gemma":[0.00178977,0.0006151273,0.0003495522,0.003098913,0.00219874,0.000262492,0.03208271,0.002215627,0.002879469,0.782311,0.1700279,0.002168664],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0161948,0.001187622,0.003464942,0.002272498,0.0003947892,0.00184835,0.0002486193,0.0004141884,0.9739742],"genre_scores_gemma":[0.9189435,0.0000557622,0.008883818,0.0007199346,0.0004003627,0.000326991,0.00003220907,0.0001516544,0.07048576],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9034885,"threshold_uncertainty_score":0.9998911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05518146207878783,"score_gpt":0.1965273673790075,"score_spread":0.1413459053002197,"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."}}