{"id":"W3017034223","doi":"","title":"Didactical implications of using various methods to evaluate zeta(2).","year":2016,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Mathematics education; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01412146,0.0003343881,0.000636357,0.00030042,0.0002148172,0.0001347115,0.001109587,0.0002991111,0.0003540037],"category_scores_gemma":[0.04052853,0.0003046748,0.0002242142,0.0003558489,0.000257419,0.00005664274,0.001359929,0.0004356555,0.00002808516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002027974,"about_ca_system_score_gemma":0.0007027806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002091714,"about_ca_topic_score_gemma":0.00009830184,"domain_scores_codex":[0.9850076,0.01262574,0.0009005522,0.0007199532,0.0003779604,0.0003681796],"domain_scores_gemma":[0.9741625,0.01844222,0.0008317092,0.002702947,0.003610893,0.0002497779],"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":[0.00001531681,0.0005117505,0.0003777966,0.0002832321,0.0001515282,6.4822e-7,0.007010976,0.00001940936,0.02326884,0.8922932,0.00330347,0.07276382],"study_design_scores_gemma":[0.0003573514,5.880465e-7,0.002791533,0.001301537,0.0002798083,0.00001639354,0.0001642069,0.002321221,0.08753093,0.8985291,0.006205502,0.0005018483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01126492,0.0001777387,0.9533368,0.009678602,0.0005321292,0.0006464291,0.0002439743,0.0001623735,0.02395708],"genre_scores_gemma":[0.0408795,0.00008705553,0.9543623,0.00009208627,0.00003042339,0.0001163607,0.00006522506,0.00006150857,0.004305584],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07226197,"threshold_uncertainty_score":0.9999405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2046686129531508,"score_gpt":0.4610892970245224,"score_spread":0.2564206840713716,"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."}}