{"id":"W4254296081","doi":"10.3138/9781442684850-fm","title":"Frontmatter","year":2007,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001840695,0.001648843,0.0008930231,0.001864773,0.002368615,0.004270846,0.001124931,0.001459279,0.8736281],"category_scores_gemma":[0.0006222157,0.0008576285,0.0004687253,0.00264612,0.0005545975,0.002527901,0.002156715,0.001431493,0.7767208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002044993,"about_ca_system_score_gemma":0.001798982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04301629,"about_ca_topic_score_gemma":0.1829425,"domain_scores_codex":[0.9998026,0.00001248519,0.000005544912,0.00004173154,0.00009210023,0.00004539984],"domain_scores_gemma":[0.9997056,0.00003979725,0.00001175987,0.00005072206,0.0001021396,0.00008994951],"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":[0.00002132872,0.00001665695,0.00009464665,0.0001231757,0.000002057301,0.00005806655,0.0001509523,0.0000698444,0.0002737292,0.004060844,0.8825297,0.112599],"study_design_scores_gemma":[0.000003115044,0.000004888865,0.0002381405,0.00005105759,0.000002080115,0.00003411096,0.00008810325,0.00003457257,0.00008474382,0.0003957433,0.9990599,0.000003533738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002338995,0.001128629,0.0002999519,0.0002303492,0.0003020662,0.00002097839,0.001032342,0.0006107852,0.996141],"genre_scores_gemma":[0.0003903608,0.0002624189,0.00007058143,0.00003999711,0.00001622743,0.0000039109,0.0002457395,0.0001096675,0.9988611],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1263719,"threshold_uncertainty_score":0.1802542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03284365531767819,"score_gpt":0.2192566501881529,"score_spread":0.1864129948704747,"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."}}