{"id":"W4294805134","doi":"10.5206/mt.v2i1.14469","title":"Substituting Units into Multivariate Power Series","year":2022,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Series (stratigraphy); Formal power series; Maple; Unit (ring theory); Multivariate statistics; Power (physics); Computer science; Power series; Mathematics; Mathematics education; Machine learning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003331928,0.001356776,0.0007878603,0.001544858,0.0007033186,0.002695073,0.001700854,0.0007320474,0.01615499],"category_scores_gemma":[0.0120312,0.0004552458,0.001085081,0.00285934,0.002093296,0.006263663,0.002818053,0.002501248,0.006074953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005982814,"about_ca_system_score_gemma":0.000703074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005119165,"about_ca_topic_score_gemma":0.0005192786,"domain_scores_codex":[0.9970438,0.001136342,0.0002112505,0.0004262044,0.0009912427,0.0001912033],"domain_scores_gemma":[0.9972394,0.001136031,0.0002391657,0.0007506669,0.0005269182,0.000107853],"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":[0.00004249778,0.00001713447,0.0002365894,0.00007830058,0.00001498137,0.0001624493,0.0002524974,0.002658409,0.001875525,0.9488243,0.004644466,0.04119291],"study_design_scores_gemma":[0.0000239922,0.00005951245,0.0002147766,0.00008417819,0.00002607346,0.0004099701,0.0001422619,0.03365713,0.008413862,0.7794988,0.177425,0.00004447769],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01100869,0.0007635617,0.9571883,0.0006399552,0.001043369,0.00003500105,0.0002168477,0.001492944,0.02761129],"genre_scores_gemma":[0.2735218,0.002365071,0.6814476,0.001224197,0.00119317,0.0002989495,0.0005663412,0.005628492,0.03375428],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01615499,"threshold_uncertainty_score":0.05404377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01655730648848662,"score_gpt":0.2340200736084684,"score_spread":0.2174627671199817,"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."}}