{"id":"W6931738230","doi":"10.5281/zenodo.7738425","title":"ChitambarLab/qNetVO: v0.4.2","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Xanadu Quantum Technologies (Canada)","funders":"","keywords":"Stability (learning theory); Test (biology); Event (particle physics); Unit (ring theory); Reliability (semiconductor)","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":[0.004254197,0.00558943,0.002441227,0.00293728,0.00157305,0.00634949,0.01085395,0.003358195,0.4572732],"category_scores_gemma":[0.01402472,0.004993272,0.003087909,0.002583912,0.001515898,0.006303961,0.006351287,0.00554483,0.5535256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00271258,"about_ca_system_score_gemma":0.002498751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0112351,"about_ca_topic_score_gemma":0.007616602,"domain_scores_codex":[0.9963948,0.0004681604,0.0002636023,0.0008492871,0.001571611,0.0004526488],"domain_scores_gemma":[0.9939967,0.0008034148,0.0002575528,0.002562635,0.001888089,0.0004914827],"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":[0.0003097332,0.00003012721,0.0004540737,0.0003485324,0.00006492111,0.00005172972,0.00007868683,0.0007640161,0.00171209,0.002340898,0.9750632,0.01878201],"study_design_scores_gemma":[0.0003547141,0.00006111342,0.0009263509,0.0001519094,0.00004828839,0.0002124758,0.00003138211,0.00575473,0.01238851,0.006786933,0.9730859,0.000197506],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0007330976,0.0002042602,0.03212944,0.0002862583,0.0004237948,0.0001262032,0.05677717,0.8788108,0.03050914],"genre_scores_gemma":[0.00689055,0.0001543872,0.01651712,0.0005837951,0.0001396891,0.0002942542,0.1432603,0.7960415,0.03611827],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4572732,"threshold_uncertainty_score":0.7741339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03694380210771479,"score_gpt":0.2660952192506209,"score_spread":0.2291514171429061,"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."}}