{"id":"W6931497736","doi":"10.5281/zenodo.6968609","title":"CH-Earth/CWARHM: Initial release","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Medical Education and Admissions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Workflow; Process (computing); Preprint; Test (biology); Work (physics)","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":[0.00520159,0.002754822,0.001337424,0.002235703,0.0009527571,0.004220064,0.004971174,0.002305991,0.197875],"category_scores_gemma":[0.01637289,0.001811648,0.001866999,0.002236144,0.0009414079,0.004088619,0.003718884,0.003438793,0.2465095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001265949,"about_ca_system_score_gemma":0.002132774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008320333,"about_ca_topic_score_gemma":0.00462813,"domain_scores_codex":[0.9970193,0.0004206515,0.0001694994,0.000429788,0.001599574,0.0003612798],"domain_scores_gemma":[0.9925078,0.00131583,0.0002040286,0.003306909,0.002185056,0.0004804273],"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":[0.0007361736,0.0001104412,0.0007719067,0.0003567607,0.00006864612,0.000136095,0.0001007995,0.002025006,0.002908718,0.003532616,0.9630473,0.02620551],"study_design_scores_gemma":[0.0009040143,0.0001847932,0.003199117,0.0002315674,0.00005835898,0.0002527095,0.00008578762,0.01460533,0.01554215,0.008726762,0.9560305,0.0001789346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.005201023,0.0004319602,0.06027113,0.001321646,0.001275603,0.0007019304,0.2246358,0.6564584,0.04970244],"genre_scores_gemma":[0.0365456,0.0004577534,0.04097228,0.0008228952,0.0003898633,0.001455827,0.5999179,0.277559,0.04187896],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.197875,"threshold_uncertainty_score":0.6619579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04997600239318672,"score_gpt":0.3136478737888285,"score_spread":0.2636718713956418,"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."}}