{"id":"W7162853146","doi":"10.1353/esc.2023.a991923","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"English studies in Canada","topic":"Islamic Studies and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003817417,0.00005096984,0.0001178187,0.00005106074,0.0004331461,0.000004429058,0.00008975727,0.00001569403,0.00006535248],"category_scores_gemma":[0.001216047,0.00005325092,0.00001396522,0.0005013293,0.000168399,0.00004277814,0.00005163722,0.00008063126,0.00001168869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002245996,"about_ca_system_score_gemma":0.0006939846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9627118,"about_ca_topic_score_gemma":0.9994143,"domain_scores_codex":[0.9991955,0.00005142329,0.0001054667,0.0001382407,0.000242563,0.0002668327],"domain_scores_gemma":[0.9996254,0.0001418193,0.000023119,0.00008079278,0.0001076962,0.00002118482],"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":[0.000001085552,0.000001534291,0.00171351,0.00000597567,0.00001557495,0.00001559969,0.0551669,0.00003771266,2.726093e-7,0.006601054,0.9345398,0.001900963],"study_design_scores_gemma":[0.00005025586,0.000002272827,0.002835881,0.000003895116,0.000001881432,2.859891e-8,0.2135199,0.000001877074,6.446814e-7,0.0001345375,0.7833978,0.00005099261],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4832186,0.004527886,7.089543e-7,0.02774472,0.05787035,0.0003214025,0.00001267939,0.0002904129,0.4260132],"genre_scores_gemma":[0.9783514,0.003589373,0.00001215077,0.0002303657,0.004644102,0.00003234001,0.000001916681,0.000006922678,0.01313143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4951328,"threshold_uncertainty_score":0.5873201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02828532893667089,"score_gpt":0.2885067132700781,"score_spread":0.2602213843334072,"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."}}