{"id":"W4234634199","doi":"10.1016/b978-075067618-2/50000-7","title":"Preface","year":2003,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","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":[],"consensus_categories":[],"category_scores_codex":[0.0004330513,0.00101986,0.0007625293,0.002976638,0.001811903,0.003001846,0.001121704,0.0008978825,0.5732759],"category_scores_gemma":[0.002261167,0.0003508536,0.0005495174,0.002368256,0.0004403738,0.002236167,0.001434018,0.001853257,0.4383825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001313484,"about_ca_system_score_gemma":0.001605013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005783401,"about_ca_topic_score_gemma":0.0102948,"domain_scores_codex":[0.9997075,0.00002756459,0.00001267526,0.00004249862,0.0001836274,0.00002616781],"domain_scores_gemma":[0.9991327,0.0001321862,0.00002773811,0.00009755744,0.0004666948,0.0001432253],"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":[0.00001444294,0.00002323306,0.00003554989,0.0000858796,0.000001093542,0.00003278725,0.00005259553,0.00005993002,0.0001362492,0.004350827,0.9153852,0.07982216],"study_design_scores_gemma":[0.000001819882,0.000005885076,0.00009314963,0.00007269556,0.000001153889,0.00002873407,0.00003538992,0.00002072505,0.00005174461,0.001223616,0.9984629,0.000002178473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003711066,0.004841443,0.001883031,0.002413602,0.01515931,0.0001797483,0.001772595,0.0006296557,0.9727495],"genre_scores_gemma":[0.0004868195,0.001302148,0.0003702523,0.0003325418,0.0009274373,0.00003351581,0.0007891314,0.0001730289,0.9955851],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5732759,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02102598331423722,"score_gpt":0.244760225096779,"score_spread":0.2237342417825418,"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."}}