{"id":"W6950211245","doi":"10.5281/zenodo.4908970","title":"OpenAIRE Tech-Clinic Webinar Episciences","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Council on Social Development","funders":"European Commission","keywords":"Presentation (obstetrics); Publishing; Focus (optics); Overlay; Privilege (computing)","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":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003668819,0.0008970748,0.0008931461,0.002646276,0.001242813,0.008790066,0.0009212555,0.002485518,0.5916416],"category_scores_gemma":[0.01055066,0.0004299372,0.0005786563,0.001790431,0.0004620051,0.003697582,0.002742979,0.002579661,0.4362293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000869196,"about_ca_system_score_gemma":0.00170771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007749873,"about_ca_topic_score_gemma":0.001506088,"domain_scores_codex":[0.9972691,0.0004710745,0.0001310885,0.0003009955,0.001545292,0.0002823937],"domain_scores_gemma":[0.9905274,0.00214667,0.0004187096,0.0006713232,0.003131324,0.003104524],"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":[0.0001214789,0.00005050384,0.0001125655,0.00006671684,0.000002513141,0.0001106714,0.00003422476,0.00002569707,0.000472533,0.001645193,0.961148,0.03621005],"study_design_scores_gemma":[0.000032575,0.00003842837,0.0002258169,0.00003448631,0.000002374,0.0002247534,0.00004900531,0.0001775414,0.0003599511,0.0008224129,0.9980214,0.00001134299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004571843,0.005131575,0.01975047,0.02016385,0.02417642,0.0007629771,0.01411044,0.04177515,0.8695571],"genre_scores_gemma":[0.01200562,0.002094981,0.007463679,0.003751548,0.006525611,0.0002191836,0.00886014,0.00929267,0.9497865],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9990788,"threshold_uncertainty_score":0.5824736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1444328302527209,"score_gpt":0.3814245220107735,"score_spread":0.2369916917580525,"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."}}