{"id":"W6931429525","doi":"10.5281/zenodo.4653906","title":"ArtinWedderburn","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Software; Frame (networking); Algebra over a field; Representation (politics); Product (mathematics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001286283,0.002492223,0.002146967,0.002720447,0.001050443,0.003774309,0.004806816,0.001985057,0.3554149],"category_scores_gemma":[0.004711126,0.001976752,0.002127284,0.002161953,0.0007854609,0.005132887,0.004904901,0.003963057,0.3313956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001166813,"about_ca_system_score_gemma":0.001280635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003325137,"about_ca_topic_score_gemma":0.005073255,"domain_scores_codex":[0.9990318,0.00009183467,0.00007161175,0.0002278877,0.0004226136,0.0001542601],"domain_scores_gemma":[0.9986222,0.0003788816,0.00007469924,0.0005140161,0.0002961874,0.0001140733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002270417,0.00008967852,0.0005864797,0.001100287,0.0001025996,0.000117697,0.0001661575,0.003959475,0.002008441,0.04482242,0.8123606,0.1344591],"study_design_scores_gemma":[0.0002669212,0.00003058623,0.0006786321,0.0003070324,0.00004842179,0.0002319976,0.00005798011,0.03077364,0.01074531,0.1118284,0.8449254,0.0001054823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001878316,0.001428814,0.2439246,0.000437016,0.0005648112,0.0001494412,0.0561261,0.5941818,0.1013091],"genre_scores_gemma":[0.03747946,0.001794266,0.216934,0.001013169,0.0002545895,0.0008544796,0.1341357,0.4760372,0.1314971],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3554149,"threshold_uncertainty_score":0.9194224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1583629525439262,"score_gpt":0.3831044217648947,"score_spread":0.2247414692209685,"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."}}