{"id":"W6949766431","doi":"10.5281/zenodo.5044752","title":"LIBER 2021 - Knowledge Café","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pleiades Robotics (Canada)","funders":"","keywords":"Join (topology); Face (sociological concept); Foundation (evidence); Knowledge sharing; Context (archaeology)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002106198,0.001075454,0.0009346491,0.0011437,0.004765786,0.01267392,0.001884642,0.003408141,0.8171319],"category_scores_gemma":[0.006771825,0.0006556814,0.0009299824,0.00132959,0.0007495853,0.009690884,0.01017105,0.004842545,0.6767404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003210871,"about_ca_system_score_gemma":0.002609981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003881743,"about_ca_topic_score_gemma":0.01203138,"domain_scores_codex":[0.9987442,0.0001678487,0.00004154021,0.0001686626,0.0004644642,0.0004132602],"domain_scores_gemma":[0.9961907,0.0004410883,0.0001778546,0.0003696658,0.001018192,0.001802454],"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":[0.00002185946,0.00001677432,0.00002439616,0.0000380612,7.181454e-7,0.00002308121,0.00005067759,0.000009848565,0.00004134117,0.0008448258,0.9919524,0.006975941],"study_design_scores_gemma":[0.000006733749,0.000005775385,0.0001369724,0.00002812287,5.001261e-7,0.00001455274,0.0001029607,0.0000114176,0.00003124112,0.0001793412,0.9994778,0.000004610826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006170119,0.0007228657,0.001424178,0.009583492,0.008768457,0.0004781561,0.008006707,0.005168429,0.9652308],"genre_scores_gemma":[0.004124102,0.0005013612,0.001666454,0.004030637,0.002101854,0.000553989,0.007277477,0.002409713,0.9773343],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9873261,"threshold_uncertainty_score":0.2608391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08166534033831375,"score_gpt":0.306255945146629,"score_spread":0.2245906048083152,"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."}}