{"id":"W2257894672","doi":"10.5281/zenodo.13988","title":"seqware-bag: 1.0-beta.0","year":2015,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; Princess Margaret Cancer Centre","funders":"","keywords":"BETA (programming language); 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":[0.004986785,0.004661718,0.002136022,0.003604738,0.001445396,0.005815478,0.005932596,0.003313419,0.5129227],"category_scores_gemma":[0.0224381,0.005328848,0.003192726,0.002297901,0.001230276,0.009041352,0.006790862,0.006413091,0.6000565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001637731,"about_ca_system_score_gemma":0.002353776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002746337,"about_ca_topic_score_gemma":0.001994685,"domain_scores_codex":[0.9977103,0.0002689315,0.0002212837,0.0006061191,0.0007507898,0.0004424005],"domain_scores_gemma":[0.983253,0.003738228,0.0006562487,0.006003154,0.004825506,0.001523837],"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":[0.0005451642,0.00007552136,0.001188181,0.000433436,0.00006841068,0.00009094379,0.0001404999,0.0002149945,0.001684268,0.001512154,0.9646175,0.02942881],"study_design_scores_gemma":[0.0005300163,0.0001661441,0.003550822,0.0005162078,0.00009807879,0.0003678869,0.0001541938,0.003013466,0.02485366,0.009074997,0.957332,0.0003425513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005452859,0.0001051937,0.02078251,0.0002912572,0.0005870763,0.0001638094,0.02117432,0.9436081,0.01274258],"genre_scores_gemma":[0.00793051,0.000216758,0.01706526,0.001166154,0.0003486608,0.0005115953,0.05468196,0.8738546,0.04422452],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5129227,"threshold_uncertainty_score":0.6947566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2839587582883796,"score_gpt":0.3625310626368487,"score_spread":0.07857230434846907,"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."}}