{"id":"W3125017558","doi":"10.7287/peerj.preprints.1947","title":"Boa: a link between worlds","year":2016,"lang":"en","type":"article","venue":"","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Commit; World Wide Web; Software; Software engineering; Traceability; Software development; Database; Operating system","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000155383,0.00005246292,0.00008567444,0.00006795732,0.0000403814,0.00006778277,0.0006343296,0.00002213317,0.00008868358],"category_scores_gemma":[0.00002816033,0.00002815801,0.00004288374,0.00026035,0.00001665587,0.0003019793,0.0002011772,0.0000268692,0.0008098442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008633618,"about_ca_system_score_gemma":0.0000185272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002140743,"about_ca_topic_score_gemma":0.000006365374,"domain_scores_codex":[0.9994115,0.0000185706,0.00009640792,0.0002110559,0.0001154647,0.000146993],"domain_scores_gemma":[0.9992903,0.00009374546,0.0000228121,0.0005061185,0.00002012773,0.00006682883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[1.783158e-7,0.000003189319,0.01275238,7.202535e-7,0.00002019918,0.000003064298,0.00003523407,1.418966e-7,0.0003026791,0.01655139,0.009372081,0.9609587],"study_design_scores_gemma":[0.0009054319,0.0001317693,0.06689689,0.00009783812,0.00005242446,0.000006425814,0.00001922441,0.003812575,0.01223124,0.01484769,0.9002488,0.0007497615],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004280422,0.00001483921,0.9625489,0.0196703,0.00005177643,0.00001251963,0.000003232424,0.0001953545,0.01322272],"genre_scores_gemma":[0.9325198,0.000005711328,0.04772441,0.000258808,0.0003029674,0.000001871208,0.000001354178,0.00000318957,0.01918191],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.960209,"threshold_uncertainty_score":0.9999681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224580966207266,"score_gpt":0.2500516888583013,"score_spread":0.2278058791962287,"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."}}