{"id":"W2744392936","doi":"","title":"Proceedings - 15th International Conference on Computational Science and Its Applications - ICCSA 2015 - 22-25 June 2015 Banff, Alberta, Canada","year":2015,"lang":"en","type":"article","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003603094,0.001125064,0.001622512,0.003150314,0.003340228,0.007458095,0.001987582,0.001033688,0.1442852],"category_scores_gemma":[0.003620966,0.0004432909,0.0008345363,0.003156307,0.001702556,0.001604572,0.003027423,0.002305046,0.05656932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008201715,"about_ca_system_score_gemma":0.02524175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3641562,"about_ca_topic_score_gemma":0.4716156,"domain_scores_codex":[0.9984083,0.0001615798,0.00007835773,0.0002066947,0.0008497665,0.0002953275],"domain_scores_gemma":[0.9942762,0.0003841471,0.0000558842,0.000453427,0.003770387,0.001060049],"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":[0.0002406154,0.000161996,0.00232768,0.0002664091,0.00004778243,0.0001118368,0.0002262514,0.002185114,0.003141408,0.01447372,0.7263203,0.250497],"study_design_scores_gemma":[0.00001583898,0.00005160327,0.003547779,0.0002013126,0.00003746996,0.00009774013,0.0004960364,0.006483071,0.003155244,0.007776187,0.9780934,0.00004447156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02907911,0.04349462,0.1855022,0.02383253,0.0545693,0.001041162,0.020812,0.01427144,0.6273976],"genre_scores_gemma":[0.0621563,0.01617274,0.06192925,0.001368898,0.001975016,0.0002267383,0.02277856,0.001904153,0.8314883],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3641562,"threshold_uncertainty_score":0.7240731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.131292896776437,"score_gpt":0.3873641020387217,"score_spread":0.2560712052622848,"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."}}