{"id":"W2947984620","doi":"10.1145/3338637.3338651","title":"Abstracts of recent doctoral dissertations in computer algebra","year":2019,"lang":"en","type":"article","venue":"ACM communications in computer algebra","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Symbolic computation; Computer science; Computation; Algebra over a field; Quarter (Canadian coin); Library science; Mathematics; Programming language; History; Pure mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.001089194,0.0004048775,0.0006841766,0.0007347108,0.0001307573,0.0002179897,0.009395408,0.0001927843,0.00007905387],"category_scores_gemma":[0.0001234823,0.0004347095,0.0001707134,0.002263805,0.0002262732,0.0009571507,0.005639219,0.0007765839,0.0001781232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002707075,"about_ca_system_score_gemma":0.0002463918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004472253,"about_ca_topic_score_gemma":0.0008259658,"domain_scores_codex":[0.9958296,0.0005916051,0.001546039,0.0008969046,0.0005062656,0.0006295964],"domain_scores_gemma":[0.9887322,0.002005764,0.0004224911,0.008333081,0.0003492756,0.0001571728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002969669,0.004168634,0.1531562,0.0001518864,0.000116832,0.00002760917,0.00906752,0.03883447,0.0003513453,0.1171303,0.0006218529,0.6763436],"study_design_scores_gemma":[0.001235604,0.0002084445,0.4503942,0.0001460049,0.000007848733,0.00002197347,0.00004116118,0.5049652,0.0001907307,0.04057102,0.001656676,0.0005611862],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7015967,0.0004030525,0.2874195,0.006615258,0.001343651,0.001273451,0.00001004129,0.0003214304,0.001016918],"genre_scores_gemma":[0.5812742,0.0001127311,0.4181565,0.0002986198,0.0000467331,0.00004331002,0.00003815236,0.00001892762,0.00001084569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6757824,"threshold_uncertainty_score":0.9998105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0520830374533527,"score_gpt":0.3190488895562089,"score_spread":0.2669658521028562,"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."}}