{"id":"W4388966703","doi":"10.1126/sciadv.adg6810","title":"Topological transitions of the generalized Pancharatnam-Berry phase","year":2023,"lang":"en","type":"article","venue":"Science Advances","topic":"Topological Materials and Phenomena","field":"Physics and Astronomy","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Canada First Research Excellence Fund; Canada Research Chairs; University of Ottawa","keywords":"Geometric phase; Topology (electrical circuits); Qubit; Physics; Phase transition; Coupling (piping); Polarization (electrochemistry); Quantum mechanics; Mathematics; Quantum; Combinatorics; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000380554,0.0002176293,0.0002328464,0.0007662647,0.0006697579,0.0009489707,0.0004155318,0.0004958922,0.0027112],"category_scores_gemma":[0.00252947,0.0001950304,0.0003033659,0.0003323659,0.001775907,0.001473176,0.0009282235,0.0006459989,0.0002500809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004892528,"about_ca_system_score_gemma":0.0004025713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003409004,"about_ca_topic_score_gemma":0.0003503145,"domain_scores_codex":[0.9997148,0.00009892159,0.00001199963,0.00004103024,0.00007415339,0.00005907351],"domain_scores_gemma":[0.9992309,0.0002844747,0.0001461908,0.0001464358,0.00009104,0.0001010259],"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":[0.00008328563,0.00002425447,0.0003982647,0.00004112845,0.000008090697,0.0001407627,0.0001519187,0.003972974,0.01215884,0.978613,0.0006198253,0.003787612],"study_design_scores_gemma":[0.00006299629,0.000118133,0.001453803,0.00002478974,0.00000892144,0.0003363008,0.00009451615,0.1054031,0.00796069,0.882237,0.002261125,0.00003877019],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9037085,0.0004272357,0.05899227,0.0005488523,0.0001353605,0.00009436963,0.0002490502,0.0002866375,0.03555782],"genre_scores_gemma":[0.9890904,0.0001140207,0.009207428,0.00007096172,0.0000442475,0.00008312199,0.00007423063,0.00003654873,0.001279106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0027112,"threshold_uncertainty_score":0.00906992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02438019589756716,"score_gpt":0.325146642224411,"score_spread":0.3007664463268439,"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."}}