{"id":"W4211085289","doi":"10.1017/cco9781139547451.008","title":"Serialization","year":2014,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Joseph Conrad and Literature","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Serialization; Computer science; Operating system","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":[],"category_scores_codex":[0.001252759,0.001028682,0.0006892955,0.004498615,0.001760801,0.004611662,0.001527341,0.0008758666,0.5998136],"category_scores_gemma":[0.005651001,0.0004406722,0.0007602285,0.005511968,0.001202883,0.004711213,0.002174319,0.002271748,0.4129974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001931899,"about_ca_system_score_gemma":0.002154229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005433972,"about_ca_topic_score_gemma":0.005698694,"domain_scores_codex":[0.9984946,0.0001747529,0.0001194642,0.00027896,0.0007996068,0.0001325338],"domain_scores_gemma":[0.996986,0.0003618515,0.0001068554,0.0008574697,0.001538043,0.0001498447],"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":[0.00006575041,0.00003058258,0.0001400472,0.0002749944,0.000004540972,0.0000877817,0.0002849634,0.00008463932,0.0008375194,0.04046991,0.8039248,0.1537946],"study_design_scores_gemma":[0.000002696348,0.000007628437,0.0001541977,0.00006043791,0.00000201601,0.00005267368,0.00004851272,0.00002420302,0.0002667012,0.001578155,0.9977985,0.000004279781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008947056,0.001386471,0.004509994,0.001626184,0.005830753,0.0002191393,0.006117364,0.002506199,0.9769091],"genre_scores_gemma":[0.005564861,0.001876611,0.003007175,0.0006864301,0.001028407,0.0001439143,0.008340066,0.002420465,0.976932],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5998136,"threshold_uncertainty_score":0.5708174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02013183031982546,"score_gpt":0.1677500621378365,"score_spread":0.1476182318180111,"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."}}