{"id":"W6931210076","doi":"10.5281/zenodo.5576491","title":"decarsg/pykoop: v1.0.0","year":2021,"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":"McGill University","funders":"","keywords":"Process (computing); Action (physics); Identification (biology)","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":[0.002808092,0.004226212,0.00245049,0.00292663,0.001623233,0.005881384,0.006269519,0.003300284,0.5802544],"category_scores_gemma":[0.01079689,0.003944835,0.002428071,0.002454578,0.001845956,0.005805388,0.007249269,0.005098769,0.7301801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001802119,"about_ca_system_score_gemma":0.001957593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005625409,"about_ca_topic_score_gemma":0.003037429,"domain_scores_codex":[0.9975714,0.0003678364,0.0001741882,0.0004584567,0.0008776605,0.0005503884],"domain_scores_gemma":[0.9962696,0.0009083862,0.0002457963,0.001111289,0.001078146,0.0003866741],"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":[0.000232575,0.00002081035,0.0002480216,0.0003627081,0.00002978249,0.00007234457,0.00008303471,0.0005369437,0.0009556239,0.002744843,0.9772972,0.01741607],"study_design_scores_gemma":[0.0001586903,0.00002950705,0.0006490425,0.0001725015,0.00002040295,0.0002220223,0.00004520491,0.002205424,0.008001756,0.008213361,0.9801275,0.0001547144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0006787977,0.0002489778,0.03765738,0.0005910029,0.0004432934,0.0001333186,0.09796674,0.8287339,0.03354657],"genre_scores_gemma":[0.006279282,0.0002787058,0.01529789,0.0006439334,0.0001567846,0.0003678787,0.1135157,0.8215995,0.04186033],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5802544,"threshold_uncertainty_score":0.5987161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04047342337051503,"score_gpt":0.2722480447723863,"score_spread":0.2317746214018713,"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."}}