{"id":"W4251769671","doi":"10.1016/b978-1-4831-6686-5.50006-9","title":"INTRODUCTION","year":2013,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","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":[0.0003429835,0.001276799,0.0007073245,0.002117631,0.00121505,0.004321199,0.00146096,0.001426854,0.587446],"category_scores_gemma":[0.001025207,0.0004370446,0.0006671434,0.002171251,0.0006212324,0.003286477,0.002087578,0.001852848,0.5356722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199495,"about_ca_system_score_gemma":0.001667624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003152632,"about_ca_topic_score_gemma":0.006101999,"domain_scores_codex":[0.9996523,0.00002603866,0.00001166742,0.00006989167,0.0001997106,0.00004037184],"domain_scores_gemma":[0.999686,0.00004851271,0.00001289194,0.00004778774,0.0001354907,0.0000693339],"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":[0.00001923666,0.00004404609,0.00006143891,0.0002345337,0.000002472524,0.00004581866,0.000118236,0.0001641065,0.0005508832,0.02006606,0.7098801,0.2688132],"study_design_scores_gemma":[0.000001422025,0.000004236617,0.00006322528,0.00008431536,0.000001121694,0.00003331039,0.00002783625,0.00002331031,0.00006697616,0.002246475,0.9974453,0.000002393511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002096419,0.003642837,0.002250882,0.0008691694,0.001907479,0.00005871587,0.0006776475,0.0005367423,0.9898469],"genre_scores_gemma":[0.0004612627,0.001937805,0.0006551176,0.000271702,0.0002825267,0.00002581832,0.0004932498,0.000175275,0.9956973],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.412554,"threshold_uncertainty_score":0.5884582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408032235021443,"score_gpt":0.2260330912277908,"score_spread":0.2119527688775763,"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."}}