{"id":"W4301398509","doi":"10.14324/111.444.ljcs.2021v36.001","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"London Journal of Canadian Studies","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008969298,0.00009809609,0.0002671262,0.001878804,0.0004994545,0.000017077,0.0002010605,0.00001080399,0.0007786244],"category_scores_gemma":[0.0003121695,0.00009386225,0.00009642105,0.001143571,0.00007492817,0.0001640401,0.00004922483,0.0003669947,0.0001119039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001220529,"about_ca_system_score_gemma":0.0004550593,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01030348,"about_ca_topic_score_gemma":0.1200392,"domain_scores_codex":[0.9986675,0.0001575864,0.0003518335,0.0000993511,0.0004382771,0.000285502],"domain_scores_gemma":[0.9988708,0.00003784664,0.0003100595,0.0001266887,0.0003924021,0.000262174],"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":[0.00006171889,0.0000146342,0.001208554,0.000006550853,0.0003635728,0.0003090471,0.001572164,0.001169662,0.0007459254,0.001606209,0.990976,0.001965993],"study_design_scores_gemma":[0.0003943462,0.0002359109,0.001312439,0.000005465774,0.0000592652,0.001094445,0.007938165,0.000002666857,0.0002090839,0.0004512011,0.9882017,0.00009529482],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8793325,0.05363683,0.00000539296,0.05047619,0.00760348,0.0002026016,0.0001321093,0.00003411113,0.008576807],"genre_scores_gemma":[0.9945177,0.0005391482,0.0002394763,0.0005308714,0.002058212,0.000007391732,0.000001973521,0.00003993571,0.002065237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1151853,"threshold_uncertainty_score":0.996287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02888855826117714,"score_gpt":0.2600827160549346,"score_spread":0.2311941577937575,"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."}}