{"id":"W4200381300","doi":"10.3138/9781487537746-001","title":"Introduction","year":2021,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Strong; Fordham University; University of Ottawa; Johns Hopkins University; University of Minnesota; Emory University","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004500145,0.001085268,0.0006891228,0.001992432,0.002215988,0.004869998,0.001451624,0.00151086,0.6619689],"category_scores_gemma":[0.001415367,0.0005346431,0.0005871601,0.002651995,0.0007751686,0.002041772,0.001977135,0.001635279,0.5256791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004251643,"about_ca_system_score_gemma":0.005203223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05996992,"about_ca_topic_score_gemma":0.1173136,"domain_scores_codex":[0.9995165,0.00003966167,0.0000140159,0.00008632753,0.000262467,0.00008096746],"domain_scores_gemma":[0.9993318,0.00006331272,0.00001923043,0.00009022183,0.0003185345,0.0001769037],"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":[0.000009742374,0.00001167635,0.00004523046,0.00009186502,8.721585e-7,0.00002030853,0.00009867246,0.00005053759,0.0001037703,0.01176976,0.9342194,0.05357825],"study_design_scores_gemma":[9.09419e-7,0.000002031007,0.00006800187,0.00004075195,5.21968e-7,0.00001055542,0.00003299885,0.000007015382,0.00001966569,0.0006925951,0.9991236,0.000001302597],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001389267,0.002822699,0.0007142952,0.001407731,0.002044566,0.00007219231,0.001925526,0.0004165462,0.9904574],"genre_scores_gemma":[0.0004245864,0.001115173,0.0002272306,0.0002302588,0.0001880413,0.00001986092,0.0007265653,0.00009518154,0.996973],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3380311,"threshold_uncertainty_score":0.4821603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01812840743770646,"score_gpt":0.1938701038100847,"score_spread":0.1757416963723782,"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."}}