{"id":"W7098818820","doi":"","title":"A Critical Cost Benefit Analysis of","year":2006,"lang":"en","type":"article","venue":"","topic":"Polynomial and algebraic computation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cost–benefit analysis; Cost benefit; Data collection; Benefit analysis","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":[0.01277671,0.001575399,0.001373596,0.002635765,0.0007137729,0.004492974,0.002018418,0.002882055,0.03584896],"category_scores_gemma":[0.05722612,0.0007007993,0.001263513,0.001621078,0.00136321,0.005192535,0.001659299,0.002832298,0.001985701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005636628,"about_ca_system_score_gemma":0.006854803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003395165,"about_ca_topic_score_gemma":0.002414373,"domain_scores_codex":[0.9921251,0.005065413,0.0001949457,0.0006462215,0.001410265,0.0005580711],"domain_scores_gemma":[0.9576745,0.03524942,0.001243881,0.002411119,0.002658207,0.0007628462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004447348,0.0003469635,0.003823765,0.002200239,0.0006802211,0.0004286275,0.0003634316,0.1093976,0.002527991,0.5372611,0.04965102,0.2888717],"study_design_scores_gemma":[0.0008140821,0.001340723,0.005184389,0.001285523,0.001630547,0.001219649,0.0007256116,0.1947865,0.003871783,0.7267907,0.06221451,0.000135854],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1420839,0.02571625,0.3764853,0.04254171,0.001877331,0.005844063,0.009307675,0.001042443,0.3951012],"genre_scores_gemma":[0.9213675,0.005151691,0.04453129,0.003277787,0.0004864105,0.001635696,0.001188652,0.0002571903,0.02210373],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.964151,"threshold_uncertainty_score":0.1199268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01055116188825357,"score_gpt":0.2553290357969459,"score_spread":0.2447778739086924,"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."}}