{"id":"W6931468922","doi":"10.5281/zenodo.5710830","title":"SESYNC-ci/model-lang-lesson: Handouts - Zenodo","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Healthcare and Venom Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Identification (biology); Interpretation (philosophy); Data collection; Perspective (graphical)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007199569,0.000359601,0.0006089506,0.000846074,0.001083389,0.0005410775,0.0008596551,0.0004395932,0.1830817],"category_scores_gemma":[0.0006154801,0.0003596994,0.0001735215,0.0008857171,0.0002155419,0.00006207508,0.001355057,0.001047211,0.02113595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003252035,"about_ca_system_score_gemma":0.00005674215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001151283,"about_ca_topic_score_gemma":0.000002817909,"domain_scores_codex":[0.996482,0.0004474681,0.0003970566,0.0008788586,0.0009660858,0.0008285056],"domain_scores_gemma":[0.997278,0.00002538133,0.0001672015,0.001141013,0.0006969965,0.0006914617],"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":[0.00009351529,0.0002269212,0.000002703952,0.0009133524,0.0001583093,0.0003263475,0.0003730858,0.000003354744,0.0006367852,0.0007693335,0.9312804,0.06521594],"study_design_scores_gemma":[0.001072547,0.0003257224,0.00003749767,0.0006956157,0.00005476158,0.0005011628,0.0001521641,0.0003882285,0.0001265581,0.00003875962,0.9962873,0.0003197157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000204572,0.002255874,0.001919206,0.002410083,0.0001520479,0.001015886,0.0007703854,0.001629876,0.9896421],"genre_scores_gemma":[0.008676486,0.002584547,0.0007828842,0.001043965,0.001395149,1.758272e-7,0.01621594,0.01937895,0.9499219],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1619457,"threshold_uncertainty_score":0.9998855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09534583678879956,"score_gpt":0.3337124430159675,"score_spread":0.238366606227168,"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."}}