{"id":"W7095681087","doi":"","title":"DOI 10.1007/s00038-011-0292-2 ORIGINAL ARTICLE From theory to practice: a Canadian case study of the utility","year":2013,"lang":"en","type":"article","venue":"","topic":"New Zealand Economic and Social Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Identification (biology); Key (lock); Perspective (graphical)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001123919,0.001035714,0.0008800174,0.002256178,0.00137084,0.004226778,0.002319818,0.003428418,0.8648524],"category_scores_gemma":[0.002115169,0.0003951078,0.0007732192,0.003071815,0.002279276,0.003320343,0.002724713,0.002191328,0.775691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003092575,"about_ca_system_score_gemma":0.00542435,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0400243,"about_ca_topic_score_gemma":0.03794591,"domain_scores_codex":[0.9989501,0.00008402269,0.00006872134,0.000129725,0.0006127216,0.0001548004],"domain_scores_gemma":[0.998026,0.0004763061,0.000108584,0.0003049393,0.0005478389,0.000536259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005979092,0.00007244691,0.0006638432,0.0002722542,0.00001305075,0.0003756247,0.0001534802,0.0004084409,0.001305517,0.01793584,0.2184096,0.76033],"study_design_scores_gemma":[0.00001291999,0.00002575447,0.0008122288,0.000191929,0.000004237903,0.0003564458,0.00009696296,0.0001812929,0.0001780978,0.00127705,0.9968511,0.00001196511],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0008761009,0.002107664,0.001998645,0.00202255,0.0004085284,0.00006159197,0.0005632339,0.0004060127,0.9915556],"genre_scores_gemma":[0.003635082,0.001529205,0.001267477,0.0002515786,0.0001614497,0.00003565888,0.0005442578,0.0002172355,0.992358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9599757,"threshold_uncertainty_score":0.1927717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02990656415640095,"score_gpt":0.2407613346807563,"score_spread":0.2108547705243553,"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."}}