{"id":"W2571694347","doi":"10.12705/656.32","title":"Report of the Special Committee on Publications Using a Largely Mechanical Method of Selection of Types (Art. 10.5(b)) (especially under the <i>American Code</i> )","year":2016,"lang":"en","type":"article","venue":"Taxon","topic":"Botanical Studies and Applications","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Cegep de Sainte Foy","funders":"","keywords":"Code (set theory); Selection (genetic algorithm); Mandate; Computer science; Statement (logic); Operations research; Law; Political science; Mathematics; Programming language; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003433799,0.00007077883,0.0001847424,0.000002763839,0.0001713181,0.000006581056,0.0002498403,0.00003590545,0.0004975661],"category_scores_gemma":[0.0001281083,0.00001854402,0.0001192442,0.0005265497,0.0001861066,0.00002494404,0.00008636103,0.00006280203,0.000005307525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002216383,"about_ca_system_score_gemma":0.0000109802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002003487,"about_ca_topic_score_gemma":0.00243373,"domain_scores_codex":[0.9991004,0.0001158164,0.000305649,0.0001527378,0.0002120937,0.0001133386],"domain_scores_gemma":[0.9987727,0.0004481094,0.0004669416,0.0001210732,0.0001668638,0.00002430539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001013874,0.0004410284,0.00298846,0.000004411293,0.00008538552,1.649165e-7,0.00001631177,0.00001825067,0.8140119,0.06358473,0.01417283,0.1045752],"study_design_scores_gemma":[0.0002442186,0.0005253166,0.2259358,0.00005262769,0.0001105082,0.00002078302,0.0002494509,0.0001009822,0.09045853,0.005308118,0.6767906,0.0002030863],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961009,0.00001573421,0.002769024,0.02944586,0.00009794154,0.0004439221,0.0001297056,0.00002487296,0.006063956],"genre_scores_gemma":[0.9978549,0.00002068178,0.0009874415,0.00015794,0.0003803735,0.00001543108,0.000002388588,0.00000117231,0.0005796516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7235534,"threshold_uncertainty_score":0.5447999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05135779408074106,"score_gpt":0.2894922007564627,"score_spread":0.2381344066757216,"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."}}