{"id":"W4255858391","doi":"10.1090/crmm/020/03","title":"Examples","year":2003,"lang":"en","type":"book-chapter","venue":"CRM monograph series","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002188646,0.0009603067,0.0008407359,0.000884476,0.0002789355,0.0001994442,0.0004700476,0.0007066513,0.00285795],"category_scores_gemma":[0.00002824225,0.000990408,0.0006105292,0.0001423035,0.001069627,0.0003908521,0.0001182603,0.0006066361,0.004997931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006535598,"about_ca_system_score_gemma":0.00007048104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001746756,"about_ca_topic_score_gemma":0.0001449897,"domain_scores_codex":[0.9974447,0.00003587094,0.0005744471,0.0008148471,0.0005178074,0.0006122865],"domain_scores_gemma":[0.997834,0.00005935178,0.0004258821,0.001243042,0.0002028719,0.0002348443],"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":[0.00009979768,0.00002228961,0.0002845527,0.0001060337,0.0004511117,0.00008040361,0.0003439374,0.000001954895,0.0001719386,0.8857214,0.111278,0.001438505],"study_design_scores_gemma":[0.0001752118,0.0001003915,0.0001291187,0.0001464639,0.0001713927,0.00005460486,0.00007546845,1.515887e-7,0.0002342058,0.1608014,0.8372202,0.0008913607],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003223605,0.007025965,0.00001485847,0.00006913256,0.0006540215,0.0004839943,0.0005982319,0.0008232169,0.9900082],"genre_scores_gemma":[0.001098614,0.002548025,0.002063942,0.0003710604,0.0003677919,0.00009294598,0.0005946212,0.001077884,0.9917851],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7259422,"threshold_uncertainty_score":0.9992546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03512518225597033,"score_gpt":0.2288279189954013,"score_spread":0.1937027367394309,"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."}}