{"id":"W2896351667","doi":"10.5539/jmr.v10n6p1","title":"A Generalized Algorithm for Solving Nonlinear Equations Using Distributions","year":2018,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Mathematical and Theoretical Analysis","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Sequence (biology); Nonlinear system; Iterative method; Applied mathematics; Algorithm; Distribution (mathematics); Mathematical analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006448213,0.000177672,0.000633446,0.0004203984,0.0005610078,0.0001501052,0.0005310504,0.0001280521,0.0006471362],"category_scores_gemma":[0.01074182,0.0001254068,0.0004358293,0.0007142501,0.0005328122,0.0001543659,0.0001619972,0.000422835,0.00004009168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001488494,"about_ca_system_score_gemma":0.0002154193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005067363,"about_ca_topic_score_gemma":0.00000490219,"domain_scores_codex":[0.9966428,0.0001708174,0.00122893,0.000174139,0.001208212,0.0005751103],"domain_scores_gemma":[0.9901953,0.005473203,0.0004579021,0.0003961085,0.003199478,0.0002780524],"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":[0.00001822816,0.001098242,0.000002124472,0.0003051611,0.0003004119,0.000009195514,0.0007833769,0.00000361163,0.003363673,0.9893425,0.001438811,0.003334675],"study_design_scores_gemma":[0.0003959479,0.000183697,2.521627e-7,0.0001709673,0.0001455141,0.0000455536,0.0003581626,0.3763874,0.003702268,0.6181167,0.0004002069,0.00009334142],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04226368,0.00004781462,0.95595,0.0005143572,0.00009596908,0.0003507878,0.00005599757,0.00001892651,0.000702472],"genre_scores_gemma":[0.03646387,0.00001373236,0.9620088,0.0000142834,0.0009528795,0.00001723424,0.000003921924,0.00004172543,0.0004834954],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3763838,"threshold_uncertainty_score":0.9975911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2706910174357926,"score_gpt":0.4876823709152401,"score_spread":0.2169913534794475,"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."}}