{"id":"W4255885360","doi":"10.18356/9d3cdf54-en","title":"References","year":2019,"lang":"en","type":"book-chapter","venue":"Crossing boundaries","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.0003021221,0.0006993478,0.0007894752,0.0002390362,0.01049439,0.100806,0.0005198077,0.0006853808,0.002894091],"category_scores_gemma":[0.0001068026,0.0006670735,0.0002495826,0.00003965627,0.03879583,0.0003832905,0.0002415587,0.0008203008,0.03237807],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003444666,"about_ca_system_score_gemma":0.01599255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000137272,"about_ca_topic_score_gemma":0.0006256815,"domain_scores_codex":[0.9974391,0.00001779163,0.0005066299,0.0007774348,0.0007166667,0.0005423157],"domain_scores_gemma":[0.9979599,0.0001036307,0.0005518032,0.001004063,0.0002929152,0.00008769783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007877145,0.000007943704,0.00009075576,0.0001477221,0.000157424,0.00003239294,0.002645893,0.000001975098,0.0001403633,0.9464597,0.04536179,0.004875319],"study_design_scores_gemma":[0.0001971896,0.00004736838,0.00008171361,0.0005819218,0.00009972083,0.00002314508,0.00001896159,0.000005050988,0.00007989471,0.09645179,0.9016906,0.000722616],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001633945,0.003841618,0.00004974206,0.00007578505,0.002356464,0.0002722581,0.0006239379,0.0006694977,0.9904767],"genre_scores_gemma":[0.02127351,0.000004179898,0.0006200518,0.0001477989,0.0004991719,0.00000326332,0.0002511335,0.0004144601,0.9767864],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8563288,"threshold_uncertainty_score":0.9995781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0482645124767718,"score_gpt":0.286249903475418,"score_spread":0.2379853909986462,"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."}}