{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005020737,0.0006309111,0.0006146914,0.001764654,0.001888731,0.005496291,0.0006958367,0.00092635,0.04121759],"category_scores_gemma":[0.001966867,0.0003134222,0.0003931409,0.001723591,0.004326884,0.005940582,0.00146438,0.004498305,0.0125242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002532145,"about_ca_system_score_gemma":0.001537592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001984324,"about_ca_topic_score_gemma":0.003240385,"domain_scores_codex":[0.9996854,0.00007914785,0.00001125956,0.00004453129,0.0001564355,0.0000232159],"domain_scores_gemma":[0.9993225,0.0003576698,0.00001779371,0.00008214527,0.0001249463,0.00009496133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009872262,0.0000140127,0.00003932459,0.00005995758,0.00000332655,0.00001442384,0.0001200951,0.0002054704,0.0001548751,0.7819371,0.1803131,0.03712854],"study_design_scores_gemma":[0.000004942532,0.00000541051,0.00007004463,0.0000499763,0.000001503039,0.00003243437,0.00006781613,0.0004180356,0.00006063002,0.3909064,0.6083785,0.00000428688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000923756,0.0365003,0.02321123,0.02502634,0.006858847,0.00003191564,0.0002402804,0.0003539814,0.9068533],"genre_scores_gemma":[0.03367169,0.02516545,0.02129898,0.008764975,0.009351875,0.00009788144,0.0003155105,0.0005372514,0.9007963],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04121759,"threshold_uncertainty_score":0.1378866,"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."}}