{"id":"W6931102088","doi":"10.5281/zenodo.3706836","title":"speckleworks/SpeckleCore: Multi-framework","year":2020,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada); University of Toronto","funders":"","keywords":"Work (physics); Process (computing); Identification (biology); Term (time)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003593249,0.0003188016,0.0002782579,0.0002256055,0.0005947461,0.0004720101,0.001677304,0.0005606545,0.03359647],"category_scores_gemma":[0.001486171,0.0003190592,0.0001379388,0.0003529326,0.0004024503,0.000005561326,0.002097314,0.0006100194,0.01629834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000508171,"about_ca_system_score_gemma":0.00001499204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001229857,"about_ca_topic_score_gemma":0.000001861929,"domain_scores_codex":[0.9976496,0.000195838,0.0003437058,0.0006568923,0.0005642361,0.0005897073],"domain_scores_gemma":[0.9982871,0.00001061052,0.0001873089,0.0008048984,0.0002236897,0.0004863343],"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":[0.00004393571,0.000100034,0.000001257126,0.0001698719,0.0001121863,0.00001156278,0.0001099142,0.000001552678,0.002972674,0.0002537405,0.9521298,0.04409349],"study_design_scores_gemma":[0.0004565611,0.0003943425,0.00004332787,0.0001049412,0.00001912344,0.00003106307,0.0001084807,0.0001089203,0.000781403,0.00004162991,0.9975528,0.0003573702],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005999265,0.001137789,0.04630658,0.001231225,0.0005045056,0.001046482,0.001092865,0.0007391148,0.9478815],"genre_scores_gemma":[0.008245069,0.01415128,0.03975003,0.002832541,0.008400589,5.663945e-7,0.03192459,0.02856555,0.8661298],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08175167,"threshold_uncertainty_score":0.9999261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0288769530535249,"score_gpt":0.2652014361263455,"score_spread":0.2363244830728206,"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."}}