{"id":"W3106852983","doi":"10.1561/2400000028","title":"Atomic Decomposition via Polar Alignment","year":2020,"lang":"en","type":"article","venue":"Foundations and Trends® in Optimization","topic":"Spacecraft Dynamics and Control","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Polar; Decomposition; Geometry; Polar decomposition; Materials science; Computer science; Nanotechnology; Physics; Chemistry; Mathematics; Quantum mechanics; Organic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001044573,0.001140594,0.0008135135,0.001321862,0.000651154,0.001857752,0.0009948787,0.001092323,0.005795379],"category_scores_gemma":[0.003100325,0.0006111,0.0009902433,0.001113921,0.001852894,0.002117933,0.003897422,0.002805111,0.002570402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007075864,"about_ca_system_score_gemma":0.0009684962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001044997,"about_ca_topic_score_gemma":0.001098312,"domain_scores_codex":[0.9991565,0.0002630697,0.0000380502,0.0001890753,0.0002710621,0.00008234558],"domain_scores_gemma":[0.9993486,0.0002344272,0.00006628525,0.0001552577,0.0001450518,0.00005033845],"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":[0.00008703826,0.00004557538,0.0005212206,0.000147156,0.00005439029,0.00008433263,0.0001869663,0.130866,0.009648552,0.691287,0.005820464,0.1612513],"study_design_scores_gemma":[0.0000199958,0.00004280912,0.0001457439,0.00002669587,0.00001092254,0.00006701273,0.00006485094,0.5866534,0.003804007,0.3986619,0.01048398,0.00001860266],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002082806,0.0000653131,0.9950601,0.00009059346,0.0000256516,0.00002033521,0.00004569462,0.0001325307,0.002476973],"genre_scores_gemma":[0.1274218,0.0005301992,0.8628802,0.0002918339,0.0001609172,0.0002865242,0.0007823515,0.0005801464,0.007065963],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005795379,"threshold_uncertainty_score":0.01938748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006138485436162112,"score_gpt":0.2210389120435326,"score_spread":0.2149004266073705,"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."}}