{"id":"W4252806961","doi":"10.1080/14432471.2020.1809972","title":"Issue 207","year":2020,"lang":"en","type":"article","venue":"Preview","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Condor Petroleum (Canada)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001415714,0.00005064052,0.0001043915,0.000005292183,0.00002640383,0.00003942088,0.0005209263,0.00001093695,0.0005204219],"category_scores_gemma":[0.00003366688,0.00004006047,0.00004122117,0.000138435,0.000007144793,0.0001534071,0.0001449023,0.00004870459,0.003771389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002081993,"about_ca_system_score_gemma":0.000009880568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.926671e-7,"about_ca_topic_score_gemma":2.523013e-8,"domain_scores_codex":[0.9995458,0.00005455651,0.0000943743,0.0001489666,0.00006852744,0.00008778692],"domain_scores_gemma":[0.9996614,0.00002193556,0.00002561844,0.0002014935,0.000009398624,0.00008019493],"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":[4.50086e-7,0.000009505487,0.000009040747,0.000253724,0.000004607024,0.000007456689,0.0003139313,0.000001964952,0.00002991872,0.1550332,0.01063808,0.8336982],"study_design_scores_gemma":[0.00003895941,0.00001889178,0.00001095209,0.00003100148,0.000003044133,0.000002738774,0.000001182795,0.003851963,0.0002401113,0.003655168,0.9920821,0.00006390075],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00007029291,0.06645124,0.8569952,0.03601141,0.0004613271,0.000335152,0.000001507506,0.00041623,0.03925769],"genre_scores_gemma":[0.1260466,0.04251847,0.6519873,0.1641614,0.004553133,0.0001656277,0.000008237707,0.00006968593,0.01048953],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.981444,"threshold_uncertainty_score":0.9970043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02813089547265128,"score_gpt":0.2689680987113059,"score_spread":0.2408372032386547,"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."}}