{"id":"W4360621094","doi":"10.1093/oso/9780192863867.001.0001","title":"Operator Theory by Example","year":2023,"lang":"en","type":"book","venue":"","topic":"Holomorphic and Operator Theory","field":"Mathematics","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Operator (biology); Linear subspace; Variety (cybernetics); Computer science; Subject (documents); Norm (philosophy); Context (archaeology); Algebra over a field; Mathematics; Epistemology; Artificial intelligence; Pure mathematics; World Wide Web; Geography; Philosophy","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":[0.0002205122,0.0003395649,0.0003046415,0.0005534224,0.0009230733,0.001916637,0.0004462475,0.0004949924,0.0198313],"category_scores_gemma":[0.0006779911,0.0001358937,0.0002669776,0.0005362846,0.001523101,0.002256962,0.0009708257,0.001394323,0.003526299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016083,"about_ca_system_score_gemma":0.0003587315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007584521,"about_ca_topic_score_gemma":0.001007028,"domain_scores_codex":[0.9997355,0.00007809133,0.000009774173,0.00003720031,0.0001160697,0.00002335708],"domain_scores_gemma":[0.9997916,0.0001064755,0.000008599392,0.00002649759,0.00005391937,0.00001304747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002841545,0.000004202018,0.00002189111,0.0000394644,0.000001342028,0.00004481444,0.0001968846,0.000364519,0.0002806673,0.963776,0.02413486,0.01113243],"study_design_scores_gemma":[0.000002403363,0.000008080097,0.00009703977,0.00008048362,0.000002972419,0.0002053525,0.0001806862,0.001869969,0.0004108955,0.5557326,0.4414038,0.000005738359],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00494087,0.00367829,0.04096751,0.003298542,0.0007318323,0.00002333218,0.00009737202,0.0001588419,0.9461034],"genre_scores_gemma":[0.2734564,0.01222981,0.05515428,0.002585978,0.001147228,0.0001318005,0.0004065734,0.0004175919,0.6544703],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0198313,"threshold_uncertainty_score":0.06634229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06564432818463606,"score_gpt":0.2952661290034643,"score_spread":0.2296218008188282,"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."}}