{"id":"W4252924689","doi":"10.15353/cjo.69.707","title":"Benchmarking Simplified","year":2007,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Benchmarking; Computer science; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005147949,0.0008013548,0.0009833715,0.003102839,0.002342884,0.00604629,0.002453384,0.001656799,0.2254245],"category_scores_gemma":[0.02570981,0.0004032493,0.0008323095,0.004039926,0.0009886322,0.00340628,0.00303806,0.001876902,0.06009277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004740871,"about_ca_system_score_gemma":0.00738855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04199921,"about_ca_topic_score_gemma":0.03993775,"domain_scores_codex":[0.9909921,0.001671849,0.00046676,0.001175247,0.004315267,0.001378808],"domain_scores_gemma":[0.9856129,0.001592778,0.0004456272,0.00380336,0.007629511,0.0009157202],"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":[0.0002032161,0.0001742329,0.002121047,0.0002377281,0.00002729774,0.0001748721,0.0002111872,0.004893587,0.0009583422,0.1351144,0.5685216,0.2873625],"study_design_scores_gemma":[0.00004281617,0.00007408321,0.004304742,0.0002505524,0.00002232185,0.0001898856,0.0003838987,0.00680468,0.001764576,0.03983225,0.9462837,0.00004648875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.007751992,0.0007627429,0.02699906,0.005072113,0.002066634,0.0004708061,0.009199124,0.003996361,0.9436812],"genre_scores_gemma":[0.2488409,0.001464504,0.04855604,0.004332328,0.0008296712,0.0008370295,0.02932613,0.004400112,0.6614133],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2254245,"threshold_uncertainty_score":0.75412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02820129383612485,"score_gpt":0.2623358128619265,"score_spread":0.2341345190258016,"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."}}