{"id":"W6931323238","doi":"10.5281/zenodo.3647661","title":"catalyst-cooperative/pudl v0.3.1","year":2020,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Work (physics); Government (linguistics); Data access; Information system; Public access; Data system","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":[0.00381794,0.002096583,0.001523205,0.005134754,0.0008221979,0.00625235,0.00675309,0.002097744,0.2431522],"category_scores_gemma":[0.0120867,0.00199925,0.001659614,0.004781425,0.0006211897,0.004512358,0.004202444,0.002526985,0.2997419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001898968,"about_ca_system_score_gemma":0.003581788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008554786,"about_ca_topic_score_gemma":0.006224734,"domain_scores_codex":[0.9981128,0.0003301173,0.0002039714,0.0002909868,0.0008444807,0.0002177309],"domain_scores_gemma":[0.9962985,0.0008909284,0.0002235463,0.001425065,0.0008794654,0.0002825079],"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":[0.0002282423,0.00007985048,0.0007188861,0.0007764951,0.00007520269,0.0001169923,0.0001222531,0.003542094,0.00121536,0.0185561,0.9235494,0.05101927],"study_design_scores_gemma":[0.00008517638,0.0000247012,0.0002137614,0.0001099958,0.00002080663,0.0001134911,0.00005041636,0.005798479,0.003918784,0.008931194,0.9806903,0.000042933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001633605,0.000420842,0.09937422,0.0008696016,0.0004217802,0.0003789408,0.308863,0.477908,0.11013],"genre_scores_gemma":[0.0178744,0.0008676274,0.1020757,0.0007240931,0.0001335531,0.001678846,0.5801688,0.2160051,0.08047185],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2431522,"threshold_uncertainty_score":0.8134251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03283716761146585,"score_gpt":0.256670621539305,"score_spread":0.2238334539278391,"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."}}