{"id":"W6949866910","doi":"10.5281/zenodo.3813702","title":"Three Pillars of the Social Sciences &amp; Humanities Open Marketplace","year":2020,"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":"Humber Polytechnic","funders":"European Commission","keywords":"Interoperability; Workflow; Metadata; Reuse; Open science; Web 2.0; Software; Open data; Open source software","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"],"consensus_categories":[],"category_scores_codex":[0.03189307,0.0006042389,0.0007101297,0.004636544,0.009516047,0.03313226,0.001975529,0.009358405,0.0464904],"category_scores_gemma":[0.02108998,0.0008392588,0.0009809115,0.005715343,0.02888793,0.0263112,0.03143372,0.009309674,0.01232882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009243181,"about_ca_system_score_gemma":0.02554547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007082415,"about_ca_topic_score_gemma":0.006449948,"domain_scores_codex":[0.981498,0.006751426,0.0008830659,0.00132735,0.007558174,0.001982067],"domain_scores_gemma":[0.9786972,0.005903743,0.001001733,0.003605696,0.003283514,0.007508079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001237832,0.00003290064,0.0002877402,0.00006051475,0.000004907904,0.00007705002,0.002863931,0.00007855636,0.0001467374,0.9069436,0.05832509,0.03116657],"study_design_scores_gemma":[0.000012395,0.00002101316,0.0005664265,0.0001989574,0.000002488757,0.00005192065,0.00325158,0.0001907841,0.0001487176,0.2098511,0.7856783,0.00002626164],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006606637,0.002683619,0.02668387,0.2829683,0.00367161,0.0005192024,0.0005460876,0.001039639,0.675281],"genre_scores_gemma":[0.3120655,0.007531732,0.06553844,0.0757745,0.007376876,0.002675106,0.001747902,0.002069344,0.5252206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9980245,"threshold_uncertainty_score":0.1686686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2557191964064019,"score_gpt":0.3445721825188885,"score_spread":0.0888529861124866,"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."}}