{"id":"W6911868560","doi":"10.5281/zenodo.1311931","title":"Diversity Workshop DH 2018","year":2018,"lang":"en","type":"article","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":"University of Lethbridge","funders":"","keywords":"Diversity (politics); Biodiversity; Genetic diversity; Natural (archaeology); 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005325417,0.001123955,0.0006666232,0.00164406,0.002523978,0.006705502,0.002623726,0.002233756,0.3685812],"category_scores_gemma":[0.006673409,0.0003692642,0.0008032974,0.001205171,0.0006188969,0.002345363,0.006345896,0.002538111,0.2076088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003204425,"about_ca_system_score_gemma":0.00511149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009164893,"about_ca_topic_score_gemma":0.01630161,"domain_scores_codex":[0.9972357,0.0004458912,0.00009236405,0.0003495573,0.001212045,0.0006643702],"domain_scores_gemma":[0.9934207,0.0004196524,0.0001635507,0.000616361,0.002008866,0.003370903],"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":[0.0001114032,0.000030061,0.0001041488,0.00007530184,0.000003323835,0.00003981741,0.00004720563,0.00007342795,0.000299413,0.001827665,0.9822843,0.01510388],"study_design_scores_gemma":[0.00001092685,0.0000116527,0.0002711996,0.00003351618,0.000001169822,0.00001431381,0.00005305379,0.0000227826,0.0001890302,0.0004533554,0.9989342,0.000004821864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006550584,0.007144234,0.009818902,0.04446596,0.1255321,0.001295074,0.1038132,0.005361598,0.6960185],"genre_scores_gemma":[0.01447847,0.001722466,0.002656926,0.003259243,0.006892648,0.0005436565,0.04793461,0.00196577,0.9205462],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3685812,"threshold_uncertainty_score":0.9006422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03577581575645596,"score_gpt":0.2596876205416727,"score_spread":0.2239118047852168,"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."}}