{"id":"W2227651644","doi":"10.1016/j.jda.2015.01.002","title":"Perspectives","year":2015,"lang":"en","type":"article","venue":"Journal of Discrete Algorithms","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011244,0.0001635081,0.0003365488,0.0002656332,0.00004416405,0.00007737274,0.0003721977,0.00005798578,0.000104341],"category_scores_gemma":[0.0004734851,0.0001206295,0.0002259494,0.0003449321,0.0001268758,0.0007177118,0.00005767717,0.0003559999,0.0006235492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002872382,"about_ca_system_score_gemma":0.0002699896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001731933,"about_ca_topic_score_gemma":0.000002567402,"domain_scores_codex":[0.9980952,0.0001277427,0.0004771223,0.0001350889,0.0008844685,0.0002803883],"domain_scores_gemma":[0.9977872,0.00004465434,0.0005483582,0.0002078718,0.0009372953,0.0004746389],"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":[0.002805673,0.00211095,0.01553806,0.00005063565,0.003005285,0.003706278,0.1009161,0.002746179,0.02279645,0.01253925,0.783329,0.05045617],"study_design_scores_gemma":[0.03202605,0.0115101,0.03979748,0.0006715509,0.001434439,0.0153878,0.3320646,0.01598319,0.01569398,0.06130514,0.470716,0.003409721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.799517,0.03565013,0.02844179,0.009266362,0.005181308,0.0006333482,0.0002334602,0.0003367481,0.1207398],"genre_scores_gemma":[0.961122,0.00006114927,0.03611595,0.00005308798,0.001779678,0.000001371923,0.000001935232,0.00008686282,0.0007779402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.312613,"threshold_uncertainty_score":0.8014671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04219775299299622,"score_gpt":0.3192331879182858,"score_spread":0.2770354349252896,"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."}}