{"id":"W2994706690","doi":"10.1016/j.jcf.2019.10.024","title":"Disruption in research publishing – the open access revolution","year":2019,"lang":"en","type":"editorial","venue":"Journal of Cystic Fibrosis","topic":"Global Health and Surgery","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Osteoporosis Australia","keywords":"Publishing; Open access publishing; Library science; Medicine; Scholarly communication; Publication; Scopus; Public relations; Political science; MEDLINE; Computer science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01475636,0.0001771214,0.0008325668,0.0007106438,0.0001453894,0.001578365,0.001563739,0.0007464514,0.00007736204],"category_scores_gemma":[0.03012361,0.0001099967,0.0001927837,0.0009572025,0.00007671781,0.002224331,0.0006207884,0.003975349,0.00002857062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001340254,"about_ca_system_score_gemma":0.004299065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00153772,"about_ca_topic_score_gemma":0.00009206426,"domain_scores_codex":[0.9946709,0.0007331486,0.001169979,0.0002468225,0.002571661,0.0006075497],"domain_scores_gemma":[0.9908275,0.0053667,0.0008938055,0.0004782935,0.00213606,0.0002976408],"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":[0.002250764,0.00007954756,0.001938134,0.0007840173,0.00002863747,0.00006647192,0.00007666082,0.00001147407,0.00003425612,0.00003626172,0.9921949,0.002498907],"study_design_scores_gemma":[0.001436222,0.0005121864,0.02156802,0.005493793,0.00008440644,0.00006346963,0.0001333286,0.00005591808,0.000004073296,0.0007041986,0.9698399,0.0001045369],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00702084,0.004139443,0.00008834239,0.008123167,0.9742656,0.001128251,0.00007854898,0.000007961331,0.005147849],"genre_scores_gemma":[0.05831653,0.001688297,0.0004611993,0.0002526211,0.9368916,0.00002484327,0.0001674391,0.00005560922,0.002141931],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05129569,"threshold_uncertainty_score":0.9994581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292775447495466,"score_gpt":0.4835403893960154,"score_spread":0.3542628446464688,"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."}}