{"id":"W3043857026","doi":"10.1016/j.scico.2011.10.005","title":"Foreword","year":2011,"lang":"en","type":"article","venue":"Science of Computer Programming","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","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":[],"category_scores_codex":[0.001268054,0.00107707,0.0008469509,0.001780533,0.002083832,0.004279068,0.001260782,0.00370785,0.1541397],"category_scores_gemma":[0.008170974,0.000274674,0.0006208328,0.001129494,0.001209009,0.003531278,0.002309251,0.006762422,0.160612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002189479,"about_ca_system_score_gemma":0.002275158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002078583,"about_ca_topic_score_gemma":0.003317157,"domain_scores_codex":[0.9990082,0.0001463123,0.00005924393,0.0001771645,0.0005030315,0.0001061376],"domain_scores_gemma":[0.9962798,0.0007922743,0.0001759114,0.0002772687,0.001792172,0.000682596],"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":[0.000009136534,0.000005339014,0.00001768328,0.00005922143,0.000001516324,0.00001315633,0.00001288792,0.000009415112,0.0000590866,0.005248405,0.9776758,0.01688829],"study_design_scores_gemma":[0.000003243165,0.000007021844,0.00007093414,0.00009512518,0.00000220394,0.00003387597,0.00001615673,0.00001505626,0.00006152688,0.002658449,0.9970337,0.000002680046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003069788,0.02469178,0.002633416,0.1731936,0.5491307,0.000108246,0.0008046384,0.0003638859,0.2487667],"genre_scores_gemma":[0.003571932,0.0104466,0.0009940955,0.08042657,0.1237365,0.0001461604,0.0007312415,0.0005384189,0.7794085],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.8458602,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04751891094183951,"score_gpt":0.2757061446819861,"score_spread":0.2281872337401465,"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."}}