{"id":"W4245626157","doi":"10.7591/9781501738098-fm","title":"Frontmatter","year":2019,"lang":"en","type":"book-chapter","venue":"Cornell University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"CARE Canada","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":[0.0002168668,0.001545478,0.0009763705,0.002334314,0.002052976,0.004821768,0.001157707,0.001786403,0.9220024],"category_scores_gemma":[0.0008148538,0.000758951,0.0005935825,0.002284361,0.0004962717,0.003327871,0.00253744,0.001856456,0.883351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000833062,"about_ca_system_score_gemma":0.0006621308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004444804,"about_ca_topic_score_gemma":0.01596582,"domain_scores_codex":[0.9998003,0.00001652152,0.000006532753,0.00004640417,0.00009349302,0.00003678238],"domain_scores_gemma":[0.9996902,0.00006100291,0.00001324171,0.00005836403,0.00009302818,0.00008423324],"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":[0.0000302057,0.00003375952,0.00006928769,0.00009217277,0.000002390036,0.00005141202,0.00005772273,0.00005312365,0.0002950989,0.00332386,0.8905256,0.1054653],"study_design_scores_gemma":[0.000005919218,0.000008559173,0.0001620671,0.00005465408,0.000001916988,0.00003636235,0.00004295022,0.00004925375,0.00009309543,0.0007325592,0.9988084,0.000004268274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001576138,0.0004374764,0.0002106012,0.0001811247,0.0003071999,0.00002142165,0.0007400919,0.0005352084,0.9974092],"genre_scores_gemma":[0.0002876144,0.0001360205,0.00005792844,0.00007372416,0.00003013335,0.000006291662,0.0002475813,0.0001589573,0.9990018],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07799757,"threshold_uncertainty_score":0.111254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.043073473578025,"score_gpt":0.1851324015760137,"score_spread":0.1420589279979887,"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."}}