{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00141454,0.001006183,0.0006702007,0.003460569,0.002918313,0.004260095,0.001236948,0.0009317953,0.4068384],"category_scores_gemma":[0.01264898,0.0003394129,0.0006387715,0.002705659,0.0008450461,0.003899828,0.00203707,0.003702976,0.2828133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00227282,"about_ca_system_score_gemma":0.002016186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005367406,"about_ca_topic_score_gemma":0.006769539,"domain_scores_codex":[0.999194,0.0001515517,0.00004550945,0.0001441029,0.0004058929,0.00005894647],"domain_scores_gemma":[0.9934233,0.001196393,0.0001466769,0.000694601,0.003783465,0.0007555021],"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":[0.00002041678,0.00001626379,0.00005640781,0.000073749,0.000001534252,0.00001966933,0.00005413905,0.00005240456,0.0001145448,0.01045361,0.9498349,0.03930242],"study_design_scores_gemma":[0.000003258986,0.00000740268,0.0001538337,0.00008366073,0.000001776082,0.00002926309,0.00006188719,0.00005539729,0.0001302306,0.006619441,0.9928482,0.000005654135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001048133,0.007592008,0.02687606,0.03868533,0.2120459,0.0005525281,0.01158422,0.002767327,0.6988486],"genre_scores_gemma":[0.006796539,0.004023206,0.006228355,0.005845618,0.03079678,0.0002693721,0.007736229,0.001881164,0.9364228],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4068384,"threshold_uncertainty_score":0,"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."}}