{"id":"W2268161118","doi":"10.5281/zenodo.12614","title":"QETLAB: First public beta of QETLAB","year":2014,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","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":[],"consensus_categories":[],"category_scores_codex":[0.001749786,0.00179855,0.001126765,0.001423942,0.0005670094,0.002153366,0.003203509,0.00162185,0.2354979],"category_scores_gemma":[0.008766537,0.001335333,0.001252779,0.001150915,0.0006091299,0.003181485,0.002416124,0.003106188,0.1234362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007053064,"about_ca_system_score_gemma":0.001174883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001511606,"about_ca_topic_score_gemma":0.001631199,"domain_scores_codex":[0.9991443,0.0001776973,0.0000727107,0.0001354449,0.0003109855,0.0001588884],"domain_scores_gemma":[0.9970201,0.001412223,0.0001848673,0.0005225266,0.0006777446,0.0001825979],"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":[0.001042679,0.0001655441,0.001772928,0.001409683,0.000171426,0.0004680259,0.0002776133,0.01324751,0.009192237,0.03353862,0.8201865,0.1185273],"study_design_scores_gemma":[0.000990082,0.0001860221,0.001894503,0.0008065862,0.00009876363,0.001014051,0.0001138421,0.1609304,0.05047654,0.1156315,0.6675523,0.0003053854],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003416634,0.0009741144,0.3813643,0.0005974451,0.000484496,0.0001402506,0.03021762,0.5507194,0.03208574],"genre_scores_gemma":[0.1228674,0.001665483,0.2490314,0.002469837,0.0004879275,0.001170282,0.08226973,0.4769235,0.06311439],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2354979,"threshold_uncertainty_score":0.787819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04772470122188613,"score_gpt":0.2777380468819998,"score_spread":0.2300133456601137,"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."}}