{"id":"W4246630841","doi":"10.1016/b978-032303176-9.50002-7","title":"Contributors","year":2006,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Royal Victoria 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":[0.0005001201,0.001106847,0.0009065851,0.003541268,0.001661703,0.005217029,0.001431071,0.001346095,0.6928835],"category_scores_gemma":[0.002154524,0.0005149095,0.0004874005,0.003050981,0.0005507166,0.00382233,0.002540772,0.001527774,0.6145215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219413,"about_ca_system_score_gemma":0.001602537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002334096,"about_ca_topic_score_gemma":0.005783026,"domain_scores_codex":[0.9995272,0.00004569565,0.00001677689,0.00009346366,0.000267483,0.00004934436],"domain_scores_gemma":[0.999043,0.0001090838,0.00003230917,0.0001339302,0.0004175135,0.0002641129],"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":[0.00001360199,0.00002594708,0.00007049718,0.0001063391,0.000001450906,0.00003145489,0.00009468971,0.00005636457,0.000224933,0.006556751,0.8685871,0.1242309],"study_design_scores_gemma":[0.000001704637,0.000002906103,0.00006798995,0.00005111879,0.000001157187,0.000027523,0.00003890752,0.00002506564,0.00003742114,0.0007741505,0.9989704,0.000001621974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003671558,0.002674937,0.001144457,0.001114536,0.00341514,0.00009917429,0.000655208,0.0007855779,0.9897438],"genre_scores_gemma":[0.0002791426,0.0006202934,0.0002247262,0.0001301883,0.0001698511,0.00001525113,0.0002603153,0.0001349855,0.9981653],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3071165,"threshold_uncertainty_score":0.4380644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260349111509773,"score_gpt":0.2313546783923474,"score_spread":0.2187511872772497,"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."}}