{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003351857,0.0001980213,0.0002720187,0.0004743784,0.001093557,0.0001563042,0.0005401624,0.0001514805,0.8962601],"category_scores_gemma":[0.00360262,0.0001953441,0.00009761588,0.0005093414,0.0001735207,0.00003868956,0.0007396956,0.0007804492,0.02285974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001278968,"about_ca_system_score_gemma":0.00006132825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002596607,"about_ca_topic_score_gemma":2.502432e-7,"domain_scores_codex":[0.997978,0.0002867474,0.0002575242,0.0004710042,0.0006651954,0.0003415104],"domain_scores_gemma":[0.9978895,0.00001893546,0.000141759,0.0006437228,0.0001725875,0.001133507],"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":[0.00004627909,0.0002733827,4.553762e-7,0.0001332,0.00005296941,0.00006922827,0.0002338185,3.469021e-7,0.0001301786,0.001239306,0.9534068,0.04441404],"study_design_scores_gemma":[0.0007985639,0.0002253355,0.00003120866,0.0001257089,0.00005214581,0.0002487354,0.0002822432,0.00002175558,0.00002094141,0.00002833524,0.9979784,0.0001866486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004758811,0.0002443625,0.0001206366,0.003997526,0.00032586,0.0005893739,0.000329081,0.0013566,0.9929889],"genre_scores_gemma":[0.001936281,0.0003530189,0.0002966521,0.003361326,0.001157851,1.537574e-7,0.01208652,0.009001899,0.9718063],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8734004,"threshold_uncertainty_score":0.9779011,"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."}}