{"id":"W2790077965","doi":"10.5539/jmr.v10n3p20","title":"Dialectical Logic K-model: On Multidimensional Discrete Dynamical Sampling System and Further Properties of Kirchhoff Matrices","year":2018,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Blind Source Separation Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Variable (mathematics); Matrix (chemical analysis); Function (biology); Fourier transform; Mathematical analysis; Multidimensional systems; Applied mathematics; Pure mathematics; Algebra over a field; Calculus (dental)","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":[],"consensus_categories":[],"category_scores_codex":[0.003895586,0.0001016537,0.0002860596,0.000403781,0.0001211097,0.0001230035,0.0005151498,0.00008532876,0.000003918051],"category_scores_gemma":[0.0005548237,0.00006435344,0.00006652241,0.0002703757,0.0002956105,0.0002501667,0.0002870248,0.0004375075,0.00001066129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007579093,"about_ca_system_score_gemma":0.0001607142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003565463,"about_ca_topic_score_gemma":0.000001485233,"domain_scores_codex":[0.9975513,0.0002862272,0.0005569839,0.0001571883,0.001217311,0.0002309488],"domain_scores_gemma":[0.9978248,0.0005833504,0.0002570667,0.0002760818,0.0009439155,0.0001148187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001886201,0.0007247069,0.00007775637,0.00091447,0.0001042946,0.00002457776,0.01289865,0.0007322468,0.09024324,0.891818,0.0003253034,0.001948067],"study_design_scores_gemma":[0.0003073821,0.001074525,0.00006970284,0.0009519835,0.000009471128,0.0001604233,0.0006873051,0.9453635,0.02602905,0.02518314,0.0000422375,0.0001212868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3499183,0.0001051221,0.6480745,0.001034843,0.00005128067,0.0001724571,0.000001008845,0.00003152691,0.0006109676],"genre_scores_gemma":[0.733226,0.00001882018,0.2666371,0.00001928935,0.00005567573,0.000002746433,5.783314e-8,0.000008942622,0.00003135483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9446312,"threshold_uncertainty_score":0.2624257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1653671153864067,"score_gpt":0.4103242947745241,"score_spread":0.2449571793881174,"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."}}