{"id":"W6931668200","doi":"10.5281/zenodo.5993837","title":"JamesPHoughton/pysd: 2.2.1","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"","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":[0.003432071,0.003057316,0.001560012,0.001678151,0.001150638,0.004129752,0.005952186,0.00354302,0.2397866],"category_scores_gemma":[0.009973225,0.002873888,0.002950742,0.001470124,0.001247275,0.00492195,0.006179654,0.004145149,0.2634963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001287427,"about_ca_system_score_gemma":0.002203593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003233279,"about_ca_topic_score_gemma":0.003684069,"domain_scores_codex":[0.9976171,0.0003164786,0.0001429001,0.0005872332,0.0009663284,0.0003699068],"domain_scores_gemma":[0.997506,0.0006792208,0.0001368541,0.0009125557,0.0005342221,0.0002311123],"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":[0.000759261,0.0001049373,0.001280006,0.0008532581,0.00009736286,0.0002496086,0.0002274058,0.001736251,0.005214578,0.01634731,0.8611096,0.1120206],"study_design_scores_gemma":[0.0003380993,0.00008222209,0.0006078797,0.0001690876,0.00005089642,0.0004729948,0.00006094746,0.009804878,0.01759364,0.02133446,0.9493754,0.0001094571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001667315,0.0008448514,0.1659697,0.0009035981,0.0009774321,0.0001576885,0.01183513,0.7757671,0.04187714],"genre_scores_gemma":[0.02889923,0.001077103,0.2172181,0.001865144,0.0003837591,0.000552133,0.05145447,0.5717676,0.1267825],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2397866,"threshold_uncertainty_score":0.802166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02749412328509495,"score_gpt":0.2564299297472004,"score_spread":0.2289358064621054,"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."}}