{"id":"W4248115606","doi":"10.22329/csw.v21i1.6222","title":"Introduction","year":2020,"lang":"en","type":"article","venue":"Critical Social Work","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Political science","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003450788,0.00006055848,0.00009998806,0.00001058792,0.003025013,0.000136852,0.0001316262,0.0001193865,0.01736745],"category_scores_gemma":[0.007040239,0.00007116497,0.00006512307,0.001643638,0.0004269101,0.0001932977,0.00001872093,0.0002314685,0.002639833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006650871,"about_ca_system_score_gemma":0.0001099097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002269761,"about_ca_topic_score_gemma":0.000005243734,"domain_scores_codex":[0.9988016,0.0003483515,0.0001201095,0.0001791753,0.0002803408,0.0002704371],"domain_scores_gemma":[0.9991182,0.0004411571,0.00002456275,0.00004272188,0.0001211584,0.0002522178],"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":[0.00001600101,0.00002425579,0.0001429522,0.000002414273,0.000003679093,9.819425e-7,0.0138371,7.735581e-8,0.000004402664,0.6386807,0.3367179,0.0105695],"study_design_scores_gemma":[0.00005058224,0.000008074626,0.0009996771,6.953009e-7,0.0000151693,7.650367e-8,0.01111206,4.160372e-7,0.000004826122,0.006912394,0.9808077,0.00008837718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00148636,0.00005603864,0.0004925071,0.8678198,0.001299866,0.00007542298,8.628911e-7,0.0001613326,0.1286078],"genre_scores_gemma":[0.9646986,0.000007464485,0.0004421565,0.009805094,0.02123634,0.00001181242,0.000003383999,0.00001080824,0.003784377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9632122,"threshold_uncertainty_score":0.9982729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05926956189181411,"score_gpt":0.3982228162215634,"score_spread":0.3389532543297493,"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."}}