{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002350218,0.001955187,0.000954905,0.001393023,0.000756058,0.002956352,0.003285532,0.001259544,0.04252877],"category_scores_gemma":[0.003655843,0.001721684,0.002289174,0.0008663297,0.000768569,0.003435708,0.004275763,0.002962289,0.04034035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0011624,"about_ca_system_score_gemma":0.002578893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006698433,"about_ca_topic_score_gemma":0.009054054,"domain_scores_codex":[0.9988074,0.0001687568,0.00008208477,0.0002909009,0.0004374613,0.000213471],"domain_scores_gemma":[0.9989763,0.0002179856,0.00004438573,0.0003560891,0.0002381138,0.0001671489],"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":[0.0009961216,0.0003576841,0.00222576,0.0009101194,0.00023927,0.000337668,0.0003790763,0.02014731,0.01422434,0.07452919,0.645025,0.2406285],"study_design_scores_gemma":[0.0004444158,0.0001460494,0.001199243,0.0002680615,0.000137325,0.0003737141,0.0001125754,0.1655369,0.03180858,0.07691517,0.7228038,0.0002541325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.002875949,0.000271983,0.576863,0.0003415247,0.0002619089,0.0003391608,0.006051196,0.3908453,0.02214999],"genre_scores_gemma":[0.07497732,0.0007501919,0.582962,0.001259053,0.0001672575,0.00143125,0.06477277,0.2276017,0.04607852],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.04252877,"threshold_uncertainty_score":0.1422729,"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."}}