{"id":"W4246254604","doi":"10.7287/peerj.preprints.11v1","title":"The four pillars of scholarly publishing: The future and a foundation","year":2013,"lang":"en","type":"preprint","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Queen's University","funders":"","keywords":"Scholarly communication; Publishing; The Internet; Scientific communication; Process (computing); Science communication; Open science; Computer science; Data science; World Wide Web; Sociology; Political science; Library science; Law; Science education; Mathematics","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"],"consensus_categories":[],"category_scores_codex":[0.09864528,0.001070944,0.002757212,0.008567657,0.02352271,0.08478207,0.005357776,0.01727629,0.01050456],"category_scores_gemma":[0.08385236,0.001308685,0.001517365,0.01002143,0.09540933,0.09806494,0.02071902,0.02498826,0.006333998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01714075,"about_ca_system_score_gemma":0.05328104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005271588,"about_ca_topic_score_gemma":0.004034928,"domain_scores_codex":[0.9106144,0.03971759,0.00607441,0.005753045,0.03211525,0.005725268],"domain_scores_gemma":[0.8361291,0.0843498,0.009643175,0.02251693,0.03142156,0.01593944],"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":[0.00004623792,0.00005678949,0.0005305827,0.0005459645,0.00002339923,0.0001118868,0.006017053,0.000204831,0.0001372682,0.8977392,0.03390744,0.06067926],"study_design_scores_gemma":[0.00002530552,0.00004062949,0.0004206937,0.001352097,0.00001734522,0.0001603987,0.004306369,0.000381442,0.0001471364,0.5994105,0.3936609,0.00007714285],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.003335523,0.06394517,0.01749446,0.8209341,0.01136598,0.0001203888,0.0001087638,0.0002831956,0.08241235],"genre_scores_gemma":[0.4089708,0.2076447,0.08844773,0.1424922,0.08115748,0.001255754,0.0005773843,0.001065376,0.06838858],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9152179,"threshold_uncertainty_score":0.5216924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1521870583441763,"score_gpt":0.3566821476888882,"score_spread":0.2044950893447119,"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."}}