{"id":"W2209600785","doi":"10.1007/978-1-84882-231-3_7","title":"Illustrative Cases on PFT","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; Vancouver General Hospital; University of Toronto","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001043877,0.0002498642,0.0002171718,0.0000956388,0.00007697634,0.00009039969,0.0006090701,0.0001605878,0.0008797912],"category_scores_gemma":[0.000009272728,0.0001942643,0.0001153472,0.0000227885,0.00004447038,0.0001230537,0.00008450696,0.0002543147,0.001040234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002506265,"about_ca_system_score_gemma":0.0000494579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000265901,"about_ca_topic_score_gemma":0.000003023867,"domain_scores_codex":[0.9990323,0.00001492634,0.0001632639,0.0004045468,0.0002238731,0.0001611137],"domain_scores_gemma":[0.9991024,0.0001488208,0.00008720464,0.0005383702,0.00004294412,0.00008029059],"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":[0.000002564655,0.000008125853,1.132816e-8,0.000002537078,0.00000935587,0.0002294197,0.00002996519,0.000003764854,6.30532e-7,0.8789092,0.003155837,0.1176486],"study_design_scores_gemma":[0.00009781771,0.0004215272,0.000001434279,0.00007412373,0.000007081547,0.00009912149,0.0000032162,0.0003788083,0.0002064099,0.5202014,0.4781279,0.0003812311],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001132561,0.00007029335,0.02411336,0.0003786905,0.000245566,0.0001157722,0.000007088363,0.0001929796,0.9748751],"genre_scores_gemma":[0.000676423,0.00003042375,0.0060966,0.001132144,0.0002431715,0.000001384779,0.000004015077,0.00001009643,0.9918057],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.474972,"threshold_uncertainty_score":0.9997376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02792004294788486,"score_gpt":0.2473372038598223,"score_spread":0.2194171609119374,"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."}}