{"id":"W4387466501","doi":"10.1007/978-3-031-38700-5_4","title":"More Complex Rules","year":2023,"lang":"en","type":"book-chapter","venue":"Understanding complex systems","topic":"Algorithms and Data Compression","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Decomposition; Computer science; Mathematics; Algorithm; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004316048,0.0007255577,0.000978849,0.0005919883,0.0006540162,0.001016352,0.00227434,0.0004134726,0.0001431112],"category_scores_gemma":[0.00001605049,0.0006758327,0.000280139,0.0001476276,0.0002077657,0.0003907263,0.001385686,0.0005066211,0.00131915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007741862,"about_ca_system_score_gemma":0.0001253591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001152788,"about_ca_topic_score_gemma":0.00001351321,"domain_scores_codex":[0.9960223,0.00006092233,0.0008312875,0.001200195,0.00121491,0.0006703319],"domain_scores_gemma":[0.9968235,0.000333067,0.0005789036,0.001853859,0.0001235425,0.0002871408],"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":[0.000003742131,0.000008450985,0.000002294264,0.0001531979,0.00009689924,0.0001167307,0.0001763998,0.0001053529,0.00002663545,0.8755646,0.1234193,0.0003263748],"study_design_scores_gemma":[0.0005676506,0.0001048027,0.00004821247,0.001417694,0.0000462495,0.0001496177,0.0003009572,0.2627188,8.317124e-7,0.1756105,0.5577056,0.001329079],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[7.121064e-7,0.0003398075,0.6482026,0.0003421537,0.002418598,0.0005406199,0.0003712423,0.001290923,0.3464934],"genre_scores_gemma":[0.01646386,0.0003601563,0.02194802,0.0004912413,0.00267827,0.00006144231,0.002630666,0.0005780337,0.9547883],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6999542,"threshold_uncertainty_score":0.9995693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2292992407518452,"score_gpt":0.2966105017859472,"score_spread":0.06731126103410204,"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."}}