{"id":"W2135189369","doi":"10.1190/1.3429997","title":"Cluster analysis of Euler deconvolution solutions: New filtering techniques and geologic strike determination","year":2010,"lang":"en","type":"article","venue":"Geophysics","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"Ontario Centres of Excellence","keywords":"Cluster analysis; Euler's formula; Algorithm; Computation; Kernel (algebra); Deconvolution; Computer science; Data set; Eigenvalues and eigenvectors; Kernel density estimation; Mathematics; Artificial intelligence; Mathematical analysis; Statistics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001812836,0.0001038304,0.0002158536,0.0001436889,0.00009136349,0.00002361999,0.0001056749,0.00008797943,0.0002657906],"category_scores_gemma":[0.00007821553,0.00008535,0.00009088303,0.0007159511,0.00007825924,0.0001789112,0.00002347317,0.0001672367,0.00001786898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001740603,"about_ca_system_score_gemma":0.00002076267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001556308,"about_ca_topic_score_gemma":0.0007511922,"domain_scores_codex":[0.9992058,0.00005321587,0.0001841796,0.0002048794,0.0001304234,0.0002215262],"domain_scores_gemma":[0.9993282,0.0002803053,0.00009912188,0.0001525382,0.00005151849,0.00008829379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001440529,0.00001935573,0.01629578,0.000009356435,0.00004800166,9.016603e-7,0.0000501848,0.0001727921,0.002365464,0.0002924785,0.00003669732,0.9806946],"study_design_scores_gemma":[0.0001270754,0.0001727325,0.8886467,0.000004764839,0.000255726,0.000003124646,0.000009691026,0.08229709,0.002651987,0.0246621,0.001000384,0.0001686167],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841967,0.00007416757,0.01463211,0.0001314578,0.0001319643,0.0001011881,0.00002240932,0.00004520825,0.0006648524],"genre_scores_gemma":[0.9796168,0.00002576695,0.01995246,0.00006034241,0.0001464572,0.00000138269,0.00005288912,0.000001835148,0.0001420791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.980526,"threshold_uncertainty_score":0.3480472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01857703569443983,"score_gpt":0.2482854911657884,"score_spread":0.2297084554713485,"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."}}