{"id":"W4245035903","doi":"10.1016/b978-081551577-7.50005-5","title":"Introduction","year":2009,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","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":[0.00031649,0.00116578,0.0006689541,0.001800522,0.001134916,0.00371383,0.001385842,0.001394556,0.5853893],"category_scores_gemma":[0.0009289396,0.0004124282,0.0006410064,0.001740695,0.0005451444,0.002992931,0.001863234,0.001770927,0.5332104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066553,"about_ca_system_score_gemma":0.001482022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002784671,"about_ca_topic_score_gemma":0.005196384,"domain_scores_codex":[0.9996985,0.00002093977,0.00001048637,0.00006561392,0.0001712534,0.00003325104],"domain_scores_gemma":[0.9997039,0.00004402206,0.00001123286,0.00004783885,0.0001298237,0.00006316523],"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":[0.00001957549,0.0000447624,0.00006386202,0.0002135004,0.000002358915,0.00004761531,0.0001100937,0.000151139,0.0006636234,0.02018463,0.717541,0.2609578],"study_design_scores_gemma":[0.000001465025,0.000004617777,0.00006774503,0.00007052455,0.000001154045,0.00003622218,0.00002375857,0.00002339942,0.00007555314,0.002004473,0.9976888,0.000002270513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002216085,0.003101236,0.002238064,0.000821092,0.00200685,0.00006126243,0.0006564283,0.0005357624,0.9903577],"genre_scores_gemma":[0.0004368665,0.001529927,0.0006076166,0.0002541477,0.0002395322,0.00002360234,0.0004422233,0.0001453461,0.9963207],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4146107,"threshold_uncertainty_score":0.5913919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01354000375879836,"score_gpt":0.2339778202503084,"score_spread":0.2204378164915101,"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."}}