{"id":"W4250620707","doi":"10.1007/978-1-4842-7092-9_8","title":"Advanced Generators","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Bible College","funders":"","keywords":"LEAPS; Computer science; Field (mathematics); Artificial intelligence; Engineering; Mathematics; Economics","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":[0.000660187,0.0009583333,0.0005309425,0.0007665926,0.0005513697,0.002272468,0.001321896,0.001010136,0.089949],"category_scores_gemma":[0.001851474,0.0005410108,0.0007894852,0.0008803462,0.0009312734,0.003249318,0.001506182,0.002958218,0.04177227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000594223,"about_ca_system_score_gemma":0.0004405065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003614145,"about_ca_topic_score_gemma":0.0009523727,"domain_scores_codex":[0.9996012,0.00007217111,0.00001795919,0.0001116297,0.0001652855,0.00003172881],"domain_scores_gemma":[0.9994496,0.0002221825,0.00002082784,0.0001379234,0.0001221832,0.00004722551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006544078,0.00004450416,0.0002182019,0.0003639427,0.00003090169,0.0001610476,0.0001879248,0.009296027,0.005244198,0.5026495,0.1834364,0.2983019],"study_design_scores_gemma":[0.00001843649,0.00004010052,0.0001455486,0.0001260754,0.00001245283,0.0004852751,0.00003141004,0.01771383,0.003809722,0.2089836,0.7686064,0.00002714062],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002837462,0.005554675,0.6357709,0.002077897,0.002630801,0.0002357758,0.001724089,0.006529941,0.3426385],"genre_scores_gemma":[0.05992605,0.007706701,0.3004744,0.002167074,0.001251381,0.0003510147,0.004195145,0.004451922,0.6194763],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.089949,"threshold_uncertainty_score":0.3009094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02026546735569313,"score_gpt":0.2399204715564416,"score_spread":0.2196550042007485,"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."}}