{"id":"W6969310228","doi":"10.5281/zenodo.5714475","title":"SESYNC-ci/osgeo-lesson: no handouts - Zenodo","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Engineering and Material Science Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Identification (biology); Perspective (graphical); Interpretation (philosophy); Spectral analysis","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001030991,0.0003146501,0.0003741262,0.0003381581,0.001276798,0.001996301,0.001885105,0.0002470585,0.3633732],"category_scores_gemma":[0.0006165652,0.000309148,0.00008997163,0.0005518471,0.0002833268,0.0001308815,0.002035414,0.0003635633,0.06165905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000173364,"about_ca_system_score_gemma":0.0000126948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001575536,"about_ca_topic_score_gemma":0.000001269382,"domain_scores_codex":[0.9967818,0.0003794048,0.0002963351,0.0008479671,0.0008617403,0.0008326981],"domain_scores_gemma":[0.9982626,0.00002180987,0.0001510846,0.0008455464,0.0003398816,0.0003790905],"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":[0.00002157512,0.00007620004,1.039435e-7,0.0002893178,0.00002415783,0.00005728667,0.0001512958,0.00001953468,0.121542,0.000625173,0.869045,0.008148329],"study_design_scores_gemma":[0.0003177552,0.0001097423,0.000008605462,0.0002807553,0.00001327892,0.00009542028,0.00004505845,0.00006391886,0.004959028,0.00002838449,0.993726,0.0003520386],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006797111,0.0007055612,0.001455806,0.0002294678,0.001039568,0.0004864703,0.00100429,0.00262478,0.9917743],"genre_scores_gemma":[0.01282109,0.001324871,0.002316615,0.0001936494,0.002575267,3.479579e-7,0.006732992,0.01845641,0.9555787],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3017142,"threshold_uncertainty_score":0.999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02903334101224478,"score_gpt":0.2523635211903958,"score_spread":0.223330180178151,"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."}}