{"id":"W4387140267","doi":"10.1117/12.2678426","title":"Unconventional Ginzburg-Landau energy: a common origin of novel physics","year":2023,"lang":"en","type":"article","venue":"","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Physics; Energy (signal processing); Engineering physics; Computer science; Quantum mechanics","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":[0.0002103735,0.000218579,0.0003105993,0.0006871982,0.0005012278,0.001753982,0.0004505448,0.0007457088,0.001068384],"category_scores_gemma":[0.0003276593,0.0001677442,0.0001930244,0.0003980398,0.002060746,0.002307005,0.0006636202,0.0009152588,0.0003175887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005227801,"about_ca_system_score_gemma":0.0002383017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001046367,"about_ca_topic_score_gemma":0.000129912,"domain_scores_codex":[0.9999163,0.00001503338,0.000003613499,0.00001913872,0.00002710339,0.00001885059],"domain_scores_gemma":[0.9999077,0.00003557794,0.00001581756,0.00001797597,0.00001050681,0.00001234289],"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":[0.00001257675,0.000009359203,0.000166202,0.0001070958,0.000003577133,0.0002255437,0.0002422536,0.0003702151,0.008543342,0.979587,0.001297516,0.009435476],"study_design_scores_gemma":[0.000005266379,0.00004700197,0.0005907541,0.00007183956,0.000007210475,0.001136428,0.0001287134,0.004529314,0.006692424,0.9343717,0.05239468,0.00002461528],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4100403,0.1499843,0.1871248,0.01786159,0.002164501,0.0001067677,0.0004321225,0.000960838,0.2313249],"genre_scores_gemma":[0.934701,0.02719014,0.02184274,0.001054217,0.001310869,0.00005759645,0.0000716809,0.00009571449,0.01367599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001753982,"threshold_uncertainty_score":0.003793061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05196048688317437,"score_gpt":0.3321091650484705,"score_spread":0.2801486781652961,"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."}}