{"id":"W4387435566","doi":"10.1142/13663","title":"A Tale of Discrete Mathematics","year":2023,"lang":"en","type":"book","venue":"WORLD SCIENTIFIC eBooks","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Mathematics; Mathematics education; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001856783,0.0004982495,0.000852557,0.001098119,0.0003094336,0.0006830571,0.003756405,0.0001844757,0.00006324254],"category_scores_gemma":[0.00006045206,0.0004636484,0.0004676087,0.0006904904,0.0009999837,0.0001385946,0.002491223,0.0005169244,0.0006752477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002299987,"about_ca_system_score_gemma":0.0008832304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004081258,"about_ca_topic_score_gemma":0.000607562,"domain_scores_codex":[0.9952646,0.00008298232,0.001000112,0.001465262,0.001531543,0.0006555385],"domain_scores_gemma":[0.9949445,0.0005261576,0.0006445673,0.003324686,0.0003393294,0.0002207425],"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":[0.000004470049,0.0001783462,0.00001057827,0.001346025,0.0001705485,0.0001531756,0.006006794,0.000122575,0.0005182422,0.5780703,0.3849674,0.02845152],"study_design_scores_gemma":[0.0002752084,0.00007147883,0.00002224973,0.0006961935,0.00005895216,0.00001982809,0.00002328301,0.03322676,0.0007761293,0.5359387,0.4279699,0.0009212584],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005551992,0.0001217943,0.08209521,0.000125306,0.006195878,0.0008835039,0.00009504941,0.0008203574,0.9096074],"genre_scores_gemma":[0.0002662767,3.177939e-7,0.04357158,0.00002663138,0.0001736167,0.00003454015,0.00002987797,0.0000625295,0.9558346],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04622725,"threshold_uncertainty_score":0.9997815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02986601353538989,"score_gpt":0.2561088802343823,"score_spread":0.2262428666989924,"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."}}