{"id":"W4236388112","doi":"10.25336/p6ss4k","title":"Frontmatter","year":2017,"lang":"en","type":"article","venue":"Canadian Studies in Population","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001842947,0.00008901452,0.0001437399,0.0002068575,0.0005084437,0.00004916269,0.0001762455,0.00004208942,0.0001649593],"category_scores_gemma":[0.0004521565,0.00009386906,0.00002080735,0.00004502156,0.00009998638,0.0002754194,0.00003711831,0.00006961783,0.002777037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044856,"about_ca_system_score_gemma":0.00003368951,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4784189,"about_ca_topic_score_gemma":0.9770277,"domain_scores_codex":[0.9992839,0.00002434758,0.000150185,0.0001682621,0.00008978373,0.0002835411],"domain_scores_gemma":[0.9992784,0.00001197109,0.00009087224,0.0004640236,0.0000465096,0.0001082399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002399954,0.000001925083,0.8972961,0.000005890054,0.00001707836,0.0000243394,0.0004793145,0.00002150959,0.000005844122,0.0006710009,0.09931721,0.00215738],"study_design_scores_gemma":[0.0001982391,0.00000360713,0.9817278,0.00003449061,0.000006214847,0.000001520212,0.0002156321,0.00009088285,0.000003399043,0.001575317,0.01603283,0.0001101069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9476035,0.0004172494,0.000001131866,0.0009745395,0.0009361569,0.0001784608,0.00003627148,0.00002724754,0.04982541],"genre_scores_gemma":[0.9971069,0.000002610261,0.0001024716,0.0002203259,0.0001283536,0.00002084904,0.00002046704,0.00002433182,0.002373675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4986087,"threshold_uncertainty_score":0.9979994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025840885244975,"score_gpt":0.3671940593658368,"score_spread":0.2646099708413393,"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."}}