{"id":"W4248843807","doi":"10.15353/cgjsc.v1i1.3783","title":"Introduction","year":2012,"lang":"en","type":"article","venue":"Canadian Graduate Journal of Sociology and Criminology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001920974,0.0009702421,0.0005383254,0.002017921,0.002158723,0.004752995,0.001489907,0.002172783,0.4485341],"category_scores_gemma":[0.006683411,0.0003091051,0.000683819,0.00171199,0.0008260636,0.001788167,0.002414837,0.002257696,0.2667947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003396869,"about_ca_system_score_gemma":0.007769975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03065159,"about_ca_topic_score_gemma":0.02775639,"domain_scores_codex":[0.9983485,0.0001976053,0.00006255791,0.000389753,0.0007712707,0.0002302965],"domain_scores_gemma":[0.9952377,0.0005404548,0.0001655298,0.0003266387,0.002949708,0.0007799928],"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":[0.00002453033,0.00001794518,0.0002239509,0.0002054301,0.000002927055,0.00003446337,0.0001384499,0.0000764287,0.0001311723,0.01326198,0.9241033,0.06177938],"study_design_scores_gemma":[0.000002570981,0.000004767256,0.0002495821,0.0001130673,0.000001243665,0.00001648067,0.00004838822,0.0000100301,0.00003656149,0.001549538,0.9979637,0.000004126558],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001181767,0.007674678,0.005590595,0.03578214,0.02478135,0.0003909104,0.02146656,0.002103254,0.9010288],"genre_scores_gemma":[0.008763903,0.005376664,0.00405483,0.01681529,0.009389069,0.00036904,0.01138245,0.0008992706,0.9429495],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5514659,"threshold_uncertainty_score":0.7865992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1338834959627705,"score_gpt":0.2878720583169047,"score_spread":0.1539885623541341,"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."}}