{"id":"W4390013723","doi":"10.21468/scipostphyscodeb.23-r2.2","title":"Codebase release 2.2 for Pyqcm","year":2023,"lang":"en","type":"article","venue":"SciPost Physics Codebases","topic":"Physics of Superconductivity and Magnetism","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Python (programming language); Solver; Lanczos algorithm; Computer science; Lanczos resampling; Computational science; Cluster (spacecraft); Codebase; Physics; Statistical physics; Theoretical computer science; Software; Quantum mechanics; Programming language; Eigenvalues and eigenvectors","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":[0.0030001,0.002800236,0.002618574,0.002490072,0.002236585,0.003560856,0.007591684,0.00194579,0.1910429],"category_scores_gemma":[0.01160675,0.002459627,0.002617935,0.003144876,0.001054343,0.004385858,0.004683507,0.005195959,0.21044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002025319,"about_ca_system_score_gemma":0.004643029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008480791,"about_ca_topic_score_gemma":0.006563954,"domain_scores_codex":[0.9974734,0.0003363969,0.0001631614,0.0004809213,0.001196396,0.0003496307],"domain_scores_gemma":[0.9965922,0.0008438336,0.0002247779,0.0007619397,0.001170359,0.0004069585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002320976,0.00007190234,0.0005416276,0.0008944726,0.0000934792,0.0001016205,0.0001395948,0.002372672,0.002110294,0.007696124,0.9577417,0.02800434],"study_design_scores_gemma":[0.0002210407,0.00003067479,0.0008437844,0.0002145645,0.00004371578,0.0001593561,0.00003686156,0.01540108,0.005785802,0.01794186,0.959185,0.0001362887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001706263,0.0007790833,0.1144109,0.0009625705,0.0008075622,0.0003820951,0.1333771,0.7136108,0.03396359],"genre_scores_gemma":[0.01249812,0.000893103,0.1095332,0.001681421,0.000263699,0.001657978,0.2761564,0.5618737,0.03544234],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1910429,"threshold_uncertainty_score":0.6391023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03626449935615442,"score_gpt":0.2876110393084387,"score_spread":0.2513465399522843,"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."}}