{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001477481,0.0002169383,0.0004064065,0.00004908499,0.0006575072,0.0002708998,0.0004875046,0.00008477645,0.002373029],"category_scores_gemma":[0.00002486817,0.000213209,0.0001331239,0.00014116,0.0001334715,0.0002548934,0.001099681,0.0002049658,0.004032979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000201749,"about_ca_system_score_gemma":0.00009083213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002092554,"about_ca_topic_score_gemma":0.00001198135,"domain_scores_codex":[0.9987928,0.00007104051,0.0001854287,0.0004352639,0.0002761691,0.0002392769],"domain_scores_gemma":[0.9993396,0.00008214216,0.0001452017,0.0002829024,0.00009286722,0.00005727015],"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":[2.691936e-7,0.00002368009,0.00005383104,0.00007896669,0.0001299225,9.324746e-7,0.03297563,5.166076e-8,2.864588e-8,0.002073841,0.9632235,0.001439344],"study_design_scores_gemma":[0.00006955343,0.00001453776,0.0004250747,0.00001396558,0.00001656401,8.34146e-7,0.0109864,0.000001609978,4.745283e-7,0.001675114,0.9865481,0.0002477334],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002098121,0.11444,0.0004222592,0.1995623,0.02768633,0.0007745317,0.0004785137,0.0002093659,0.656217],"genre_scores_gemma":[0.002749511,0.02243213,0.001072287,0.07720131,0.002088716,0.001020127,0.0001450791,0.00005386758,0.893237],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.23702,"threshold_uncertainty_score":0.9985389,"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."}}