{"id":"W4294805243","doi":"10.5206/mt.v2i1.15001","title":"Maple Conference 2021 Mathematical Art and Creative Works Exhibit","year":2022,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maple; Computer science; Mathematics education; Mathematics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002444739,0.0001138485,0.0001436812,0.0000880509,0.0005899942,0.0001404075,0.0003347411,0.00002911874,0.006813277],"category_scores_gemma":[0.000005129822,0.000115191,0.00006846461,0.0003692784,0.00009157918,0.0002964772,0.00004889225,0.0002938577,0.00009115852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002168937,"about_ca_system_score_gemma":0.00003590562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005831046,"about_ca_topic_score_gemma":0.00000557976,"domain_scores_codex":[0.9989963,0.0001239808,0.0001517376,0.0003019953,0.0002060774,0.0002199806],"domain_scores_gemma":[0.9994023,0.0001178018,0.00003296123,0.000314398,0.00002927818,0.0001032295],"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":[0.00004369594,0.0008555275,0.00003395379,0.00004551967,0.0001453936,0.00009617014,0.0135649,0.002067907,0.001175197,0.8049811,0.002409634,0.174581],"study_design_scores_gemma":[0.001734138,0.0005369076,0.0006910384,0.00008556203,0.00009538932,0.0004975164,0.00659456,0.2362113,0.003323212,0.695779,0.05341576,0.001035608],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002816743,0.00006152564,0.9863602,0.001481687,0.0001593281,0.0001372102,0.00002609571,0.00008548705,0.00887173],"genre_scores_gemma":[0.9609796,0.00002470021,0.02839697,0.0001893846,0.00002282285,0.0001676125,0.000006739358,0.00001057156,0.01020157],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9581629,"threshold_uncertainty_score":0.9940946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483892001279834,"score_gpt":0.2215320930948427,"score_spread":0.2066931730820444,"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."}}