{"id":"W4223550779","doi":"10.18740/ss27326","title":"Front Matter: Change and Crisis","year":2022,"lang":"en","type":"paratext","venue":"Socialist studies","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Front (military); Political science; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0008924914,0.0008879763,0.0007498487,0.001407415,0.001660842,0.006196063,0.0009323779,0.008179376,0.4641752],"category_scores_gemma":[0.00431451,0.0003374913,0.0005848834,0.00117028,0.0009860529,0.002936691,0.001718202,0.003874147,0.2287804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001385385,"about_ca_system_score_gemma":0.002027321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002836206,"about_ca_topic_score_gemma":0.006887866,"domain_scores_codex":[0.9992988,0.00007285843,0.00004631905,0.0001158397,0.0003675264,0.00009861487],"domain_scores_gemma":[0.9976708,0.0007282986,0.0001567999,0.0001396653,0.0007515926,0.0005528388],"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":[0.00001014214,0.000004769577,0.00003970224,0.0000702158,6.889745e-7,0.00001320801,0.000009066617,0.000009385538,0.00004099125,0.001101522,0.9877175,0.01098281],"study_design_scores_gemma":[0.000004106832,0.000005766651,0.0004605969,0.0001620897,0.000001125911,0.0000223154,0.00004652247,0.0000212638,0.00002722803,0.0009981075,0.9982471,0.000003698366],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0005525379,0.02253634,0.0004255053,0.2107585,0.3669149,0.00011656,0.003674338,0.0004437485,0.3945775],"genre_scores_gemma":[0.004693205,0.01023107,0.0002467751,0.03250939,0.1101775,0.00008386512,0.00140854,0.0002038159,0.8404457],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4641752,"threshold_uncertainty_score":0.7642891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09450375938735221,"score_gpt":0.3531010084947349,"score_spread":0.2585972491073827,"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."}}