{"id":"W4402388707","doi":"10.1080/00150517.2022.12427455","title":"Mathematics books for sale (as a fundraiser)","year":2022,"lang":"en","type":"article","venue":"˜The œFibonacci quarterly","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Mathematics; Mathematics education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003890035,0.0008902305,0.001024456,0.003931717,0.00158266,0.006579812,0.0009443928,0.001943727,0.7171901],"category_scores_gemma":[0.002969448,0.0006060156,0.0005636928,0.004298622,0.0008986685,0.006445616,0.001933457,0.002101645,0.587703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001102065,"about_ca_system_score_gemma":0.001354585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002057092,"about_ca_topic_score_gemma":0.005780383,"domain_scores_codex":[0.9995986,0.00003032452,0.00002124216,0.00009126704,0.0002229109,0.00003575262],"domain_scores_gemma":[0.9990219,0.0001827843,0.00007861493,0.0001688257,0.0004015248,0.0001462983],"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":[0.00003192954,0.00002325916,0.0001198394,0.000156534,0.000004266238,0.00006138156,0.00007541548,0.0000472006,0.0005000812,0.0167514,0.8692564,0.1129724],"study_design_scores_gemma":[0.000005931925,0.00000757075,0.0003790933,0.00007686325,0.000002079644,0.00006305088,0.00003482997,0.00003352588,0.00009811758,0.002246031,0.9970493,0.00000361723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008331594,0.01228248,0.0007174003,0.004889338,0.004605848,0.00004345884,0.002016904,0.001387678,0.9732238],"genre_scores_gemma":[0.00159352,0.002026197,0.0003092023,0.0004077891,0.0006675776,0.00001817402,0.0004900904,0.0002513615,0.9942361],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7171901,"threshold_uncertainty_score":0.403394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03608373149574897,"score_gpt":0.28504291614004,"score_spread":0.248959184644291,"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."}}