{"id":"W3159573806","doi":"10.71781/10414","title":"Open source quality control tool for translation memory using artificial intelligence","year":2020,"lang":"en","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Robotics and Automated Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Computer science; Quality (philosophy); Control (management); Artificial intelligence; Translation (biology); Open source; Operating system; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.00610294,0.002350916,0.001367266,0.005060087,0.001201419,0.006049913,0.003882267,0.002224969,0.04169622],"category_scores_gemma":[0.02561782,0.001405906,0.002301299,0.003330856,0.001063958,0.004517339,0.003875065,0.002447663,0.01781191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001591391,"about_ca_system_score_gemma":0.003117101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005825768,"about_ca_topic_score_gemma":0.006769802,"domain_scores_codex":[0.9959156,0.000694094,0.0006893759,0.0007510315,0.001763667,0.0001862026],"domain_scores_gemma":[0.9871985,0.004325943,0.001039489,0.00342451,0.003738395,0.0002730295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001756783,0.0002968498,0.004029201,0.003804453,0.0005362154,0.0008998362,0.001361857,0.01610355,0.02785613,0.02285837,0.1556144,0.7648824],"study_design_scores_gemma":[0.0007890241,0.0005000966,0.006154685,0.0009635056,0.0004311713,0.001261898,0.0007556077,0.316025,0.1062115,0.04401552,0.5225126,0.0003794933],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.005289054,0.001216357,0.6360978,0.0004195579,0.0003470988,0.0004226607,0.00628636,0.3396743,0.01024678],"genre_scores_gemma":[0.08348603,0.001278188,0.8069464,0.0004923418,0.0001438154,0.0008995481,0.03520992,0.05024999,0.02129382],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.04169622,"threshold_uncertainty_score":0.1394877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02786636553070965,"score_gpt":0.2318781169102426,"score_spread":0.204011751379533,"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."}}