{"id":"W4210711811","doi":"10.1007/s11047-020-09832-0","title":"Preface","year":2021,"lang":"en","type":"article","venue":"Natural Computing","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001608675,0.00009325722,0.000110835,0.00002908435,0.0001286302,0.00006253254,0.0001237796,0.00003979143,0.00006793014],"category_scores_gemma":[0.0002711277,0.00009014177,0.00005747074,0.0004015143,0.00001795888,0.0000800994,0.0001936362,0.0003421543,0.001660764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000705392,"about_ca_system_score_gemma":0.00004522941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006164318,"about_ca_topic_score_gemma":0.000007781905,"domain_scores_codex":[0.9990648,0.00007527039,0.0001303124,0.0002400477,0.0002196822,0.0002699113],"domain_scores_gemma":[0.9994515,0.0001035197,0.00005179526,0.0001858988,0.000161814,0.00004548551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004293153,0.0001402389,0.01831451,0.0000898166,0.0001507293,0.0005838737,0.001818963,0.003825589,0.7754669,0.008763892,0.04195509,0.1488475],"study_design_scores_gemma":[0.002509256,0.00004788762,0.1871326,0.000344302,0.00006588893,0.0009006595,0.0007597145,0.3353892,0.3550212,0.00131301,0.1150443,0.001472024],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852242,0.002037711,0.0001577144,0.0001818051,0.0006781071,0.00004880639,0.000002313059,0.0003964973,0.01127287],"genre_scores_gemma":[0.9906732,4.556476e-7,0.007869893,0.0002271761,0.000236288,1.840587e-7,0.00001542536,0.00002888436,0.0009484526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4204456,"threshold_uncertainty_score":0.9991165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01369554282814917,"score_gpt":0.2836078491481283,"score_spread":0.2699123063199791,"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."}}