{"id":"W4230504013","doi":"10.1007/s11227-006-8292-3","title":"Foreword","year":2006,"lang":"en","type":"article","venue":"The Journal of Supercomputing","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Francis Xavier University","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001455868,0.0009128634,0.0008171701,0.001431356,0.001964536,0.003520635,0.001287615,0.004326799,0.2587225],"category_scores_gemma":[0.009401494,0.0002606465,0.000719666,0.000740674,0.0006663451,0.002165784,0.002067055,0.004523246,0.2634963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001400194,"about_ca_system_score_gemma":0.002561625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002266471,"about_ca_topic_score_gemma":0.004523196,"domain_scores_codex":[0.9989979,0.0001253098,0.00006281491,0.0001435635,0.0005448021,0.0001256175],"domain_scores_gemma":[0.9947407,0.0007116541,0.0002361395,0.0003105197,0.002761291,0.001239825],"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":[0.00001387332,0.000007692591,0.00002348444,0.00004084451,0.000001237338,0.00002174117,0.000006082086,0.000005800126,0.00006150028,0.0006942828,0.9819174,0.0172061],"study_design_scores_gemma":[0.000004673624,0.000008949433,0.00009382822,0.00006209994,0.000002236302,0.00004821096,0.0000130809,0.000009951219,0.00006924808,0.0006961473,0.9989888,0.000002681025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0004066808,0.01416866,0.001261602,0.1632657,0.6086159,0.00022548,0.00117,0.000584228,0.2103017],"genre_scores_gemma":[0.001888095,0.004852617,0.0005916203,0.07490894,0.08166603,0.0001338569,0.000801498,0.0003512807,0.834806],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7412775,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009721519555180575,"score_gpt":0.2228221855325848,"score_spread":0.2131006659774043,"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."}}