{"id":"W4386342216","doi":"10.1515/9780888648150-fm","title":"Frontmatter","year":2013,"lang":"en","type":"book-chapter","venue":"University of Alberta Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Business; 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":[0.00005566337,0.000488638,0.0006798666,0.000231099,0.0001087984,0.00002299367,0.0009014759,0.0005769857,0.02745982],"category_scores_gemma":[0.000006790842,0.0006026472,0.0003630908,0.000003164493,0.0005340043,0.0001292122,0.0005253784,0.0004434017,0.02978688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293139,"about_ca_system_score_gemma":0.00007417584,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03855546,"about_ca_topic_score_gemma":0.005204527,"domain_scores_codex":[0.9984291,0.00003050351,0.0002364603,0.0005610349,0.0004121737,0.000330782],"domain_scores_gemma":[0.9979153,0.0001523261,0.0005245443,0.0009920024,0.0002181693,0.0001976358],"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":[0.0001315125,0.00001982478,0.000006034583,0.0001229635,0.0006432552,0.00003816389,0.002176967,0.000004172208,0.0001521499,0.152896,0.842598,0.001210984],"study_design_scores_gemma":[0.0006696465,0.00004634537,0.00001417407,0.0002526066,0.0003855103,0.000006164132,0.00002618835,0.00002614661,0.0001661914,0.0009924022,0.9968463,0.0005683853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001396649,0.0000599208,0.00002221615,0.00002300442,0.0001197098,0.0005238652,0.0001554818,0.0000832183,0.9988729],"genre_scores_gemma":[0.0005261524,0.000005376942,0.000423711,0.0000487165,0.00006174501,2.36641e-7,0.000073953,0.0001657699,0.9986944],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1542483,"threshold_uncertainty_score":0.9996425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036822800673398,"score_gpt":0.1824521648410463,"score_spread":0.1620839368343123,"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."}}