{"id":"W6969254827","doi":"10.5281/zenodo.7400129","title":"Booklet of presentations from the PaNOSC Closing Event, 29-30 November 2022","year":2022,"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":"Canarie","funders":"","keywords":"Closing (real estate); Event (particle physics); Key (lock); MEDLINE","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004121184,0.0001098524,0.0001709016,0.0002036242,0.004216271,0.001813188,0.005217043,0.00004307986,0.1094454],"category_scores_gemma":[0.005826552,0.00008671544,0.00008898693,0.001474339,0.000203638,0.000765111,0.005200274,0.0006583986,0.002517213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008886835,"about_ca_system_score_gemma":0.00001418064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002117545,"about_ca_topic_score_gemma":0.000001482153,"domain_scores_codex":[0.9952417,0.001484748,0.0005585484,0.0004931055,0.001935564,0.0002863403],"domain_scores_gemma":[0.9975474,0.0005549098,0.0003799617,0.0008213454,0.0005808876,0.000115427],"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":[0.00003238542,0.00007525554,0.0002886983,0.000002038935,0.00002689328,0.000003121821,0.002291121,0.0004467272,0.001262563,0.002598886,0.9536526,0.03931971],"study_design_scores_gemma":[0.0002953033,0.00005365101,0.004978028,0.000005705365,0.00001200017,0.0000175846,0.003803858,0.00114666,0.0002512815,0.003861686,0.9854698,0.0001044376],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3491891,0.0009209691,0.02249028,0.03179878,0.001501419,0.001874515,0.005647769,0.0008221666,0.585755],"genre_scores_gemma":[0.992718,0.00002329308,0.0000774949,0.0008415993,0.0001691449,1.707545e-7,0.0007941865,0.0003943619,0.004981706],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6435289,"threshold_uncertainty_score":0.9992231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1022822948835727,"score_gpt":0.3555402347783091,"score_spread":0.2532579398947364,"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."}}