{"id":"W3021112985","doi":"10.12688/mniopenres.12772.2","title":"From data sharing to data publishing","year":2019,"lang":"en","type":"article","venue":"MNI Open Research","topic":"Research Data Management Practices","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"National Institute on Drug Abuse; National Institute of Biomedical Imaging and Bioengineering; National Institute of Mental Health; National Institutes of Health; Canada First Research Excellence Fund","keywords":"Data publishing; Data sharing; Publishing; Computer science; Data science; World Wide Web; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaresearch","scholarly_communication","open_science"],"category_scores_codex":[0.03434638,0.0001379036,0.0002160608,0.0004996467,0.0003481901,0.1600267,0.1978243,0.00005922884,0.0006109198],"category_scores_gemma":[0.01017016,0.0001277599,0.00001122032,0.002308731,0.00004734033,0.3683932,0.4448844,0.001077901,0.004694777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001043214,"about_ca_system_score_gemma":0.0003703092,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02858615,"about_ca_topic_score_gemma":0.001007483,"domain_scores_codex":[0.9915021,0.0007263247,0.0003184807,0.003364171,0.00297067,0.001118258],"domain_scores_gemma":[0.9650915,0.001638521,0.00007324835,0.03243592,0.0003081418,0.0004527038],"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":[0.00005185479,0.0001318486,0.006098423,0.00003587045,0.00008517997,0.0001216779,0.0002835594,0.00001374129,0.0005027801,0.1105789,0.8237745,0.05832169],"study_design_scores_gemma":[0.0003816018,0.00006067802,0.004506778,0.00006810982,0.000002080602,0.000001273073,0.0003508999,0.09429952,0.00009760006,0.002538623,0.897493,0.0001998114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01826754,0.000270273,0.2352436,0.1847758,0.001175334,0.006811967,0.002344882,0.0002934601,0.5508172],"genre_scores_gemma":[0.2862331,0.0004446093,0.5385743,0.003495328,0.001492704,0.0002656571,0.01869237,0.0001504249,0.1506515],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4001657,"threshold_uncertainty_score":0.9981676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7920932525184815,"score_gpt":0.5776030781485083,"score_spread":0.2144901743699732,"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."}}