{"id":"W4310576339","doi":"10.4230/lipics.fscd.2022.13","title":"Addition and Differentiation of ZX-Diagrams","year":2022,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"Agence Nationale de la Recherche","keywords":"Computer science; Business; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.001534182,0.0006123684,0.000504296,0.001955766,0.001672801,0.002711439,0.001092232,0.000739208,0.01135025],"category_scores_gemma":[0.003609462,0.0005416046,0.001258352,0.0007751531,0.002968034,0.004883197,0.00269843,0.002665563,0.003455846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001212282,"about_ca_system_score_gemma":0.001129135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006244444,"about_ca_topic_score_gemma":0.000635963,"domain_scores_codex":[0.9980968,0.000429164,0.0001499421,0.0004335457,0.0006774394,0.0002131239],"domain_scores_gemma":[0.9979033,0.0007622872,0.0001641363,0.0003285481,0.0006774316,0.000164216],"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":[0.00001898027,0.00001153876,0.0001110733,0.00004856247,0.000004924104,0.0001397364,0.0002316835,0.0006806348,0.003929586,0.9837698,0.0006825303,0.01037098],"study_design_scores_gemma":[0.00001662421,0.00002693328,0.0001560085,0.00004939179,0.00001839872,0.0003158135,0.000100394,0.008504692,0.01685995,0.9192891,0.05463172,0.00003094334],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03422205,0.0005822615,0.8695516,0.0005122343,0.0007962231,0.0001722301,0.0002217595,0.001244042,0.09269766],"genre_scores_gemma":[0.3840043,0.001029371,0.5540839,0.0007102558,0.0004407301,0.0004230767,0.0004453329,0.001213832,0.05764922],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01135025,"threshold_uncertainty_score":0.03797036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008489721316461387,"score_gpt":0.2147567217541992,"score_spread":0.2062670004377379,"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."}}