{"id":"W2495761069","doi":"10.1007/978-3-0348-0221-5","title":"A Panorama of Modern Operator Theory and Related Topics","year":2012,"lang":"en","type":"book","venue":"","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Panorama; Operator (biology); Computer science; Artificial intelligence; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005916958,0.0001727735,0.0002770078,0.00006983808,0.00004191863,0.00005036552,0.0005339066,0.0002443304,0.0002733225],"category_scores_gemma":[0.00002029077,0.0001340254,0.00006522347,0.00005002887,0.00008066276,0.0002053659,0.0003502027,0.000206426,0.00004224585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000170385,"about_ca_system_score_gemma":0.000126891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.296284e-7,"about_ca_topic_score_gemma":1.952167e-7,"domain_scores_codex":[0.9990708,0.0001163076,0.0002439474,0.0002562188,0.000145834,0.0001669066],"domain_scores_gemma":[0.999095,0.000132553,0.0001085518,0.0005223218,0.00005420977,0.00008738981],"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":[0.00000312501,0.00001293259,0.000001581107,0.00004218379,0.00002975714,0.000004360519,0.0004030644,9.022752e-7,0.0000143759,0.9227992,0.0007665298,0.07592203],"study_design_scores_gemma":[0.0001798132,0.0000458556,0.000008004629,0.00005802972,0.00002425938,0.00002818783,0.000004946109,0.002200063,0.0002283997,0.9441953,0.05278009,0.0002470993],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009184945,0.003500832,0.1465271,0.00009917989,0.0004678921,0.0001918655,0.000007397007,0.0001209074,0.8489929],"genre_scores_gemma":[0.001859185,0.00006092147,0.006435791,0.000115112,0.0001182571,0.000003060371,0.00000433989,0.00001325871,0.99139],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1423971,"threshold_uncertainty_score":0.5465397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008622352984746302,"score_gpt":0.2183149556116267,"score_spread":0.2096926026268804,"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."}}