{"id":"W4312724272","doi":"10.21468/scipost.report.5385","title":"Report on scipost_202204_00028v1","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Algebraic structures and combinatorial models","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; Dalhousie University","funders":"Ministero dello Sviluppo Economico; Institut Périmètre de physique théorique; Industry Canada; Dalhousie University; Government of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006863506,0.0004771691,0.0009972015,0.0001169013,0.0002048347,0.00003849623,0.0007069355,0.0002461377,0.07069382],"category_scores_gemma":[0.0009533176,0.0003847241,0.0004710958,0.0002608571,0.00003308985,0.00002813891,0.0004997943,0.001040058,0.0001011302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002373419,"about_ca_system_score_gemma":0.000324106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009033891,"about_ca_topic_score_gemma":0.00001154608,"domain_scores_codex":[0.9965283,0.0001137138,0.0007672646,0.0007476541,0.001486238,0.0003567817],"domain_scores_gemma":[0.997196,0.000365578,0.0005258583,0.001650324,0.0001464727,0.0001158199],"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":[0.000004259501,0.00003511865,2.540165e-7,0.0008408915,0.00006462423,0.000183381,0.000006195938,3.451376e-7,3.846043e-8,0.3405121,0.6578259,0.0005268437],"study_design_scores_gemma":[0.00008581419,0.00006969502,4.334964e-7,0.0004172624,0.0001320459,0.0001174195,0.000003460738,9.032477e-7,0.00000229331,0.4107764,0.5881321,0.0002621105],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000106317,0.01281446,0.00005078836,0.05894064,0.04241594,0.001974138,0.0002054352,0.0006098994,0.8828824],"genre_scores_gemma":[0.0001150593,0.001082033,0.0003635816,0.006258411,0.001140243,0.0002503067,0.0006386297,0.0001350278,0.9900167],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1071343,"threshold_uncertainty_score":0.9998605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06867829801162874,"score_gpt":0.3642690243276808,"score_spread":0.2955907263160521,"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."}}