{"id":"W2911271098","doi":"10.1017/cem.2018.481","title":"#OpenAccess: Free online, open-access crowdsource-reviewed publishing is the future; traditional peer-reviewed journals are on the way out","year":2019,"lang":"en","type":"review","venue":"Canadian Journal of Emergency Medicine","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Dalhousie University; University of Saskatchewan; Toronto Metropolitan University; McMaster University","funders":"","keywords":"World Wide Web; Publishing; Medicine; Internet privacy; Action (physics); Computer science; Multimedia","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow"],"category_scores_codex":[0.05593325,0.001321995,0.006050364,0.002250428,0.001742415,0.01094241,0.07666685,0.0009301546,0.05932945],"category_scores_gemma":[0.1210886,0.0005382217,0.002248078,0.005746006,0.0005194602,0.01151157,0.001476967,0.008421171,0.0003597473],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006485917,"about_ca_system_score_gemma":0.007861767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002523369,"about_ca_topic_score_gemma":0.01675366,"domain_scores_codex":[0.9763305,0.004114443,0.009023829,0.001288379,0.007910515,0.001332394],"domain_scores_gemma":[0.9600107,0.007118757,0.01778186,0.004483582,0.007698771,0.002906339],"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":[0.000007242008,0.00003029704,0.0001020618,0.0004843966,0.0002936429,0.00005064392,0.0004289209,0.000003158002,1.863299e-8,0.0007075926,0.742139,0.255753],"study_design_scores_gemma":[0.0005682489,0.0001170875,0.000349571,0.03097765,0.001119814,0.0001832191,0.001760674,0.000006946402,7.36879e-8,0.007404495,0.9568917,0.0006204935],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008996136,0.6938336,0.00003657254,0.2563611,0.03514763,0.00151507,0.001346605,0.000007059192,0.01174334],"genre_scores_gemma":[0.00003541,0.9439579,0.00002397968,0.01333031,0.02203513,0.00005726844,0.0001457416,0.0001289199,0.02028531],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2551325,"threshold_uncertainty_score":0.9999532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6856957819238135,"score_gpt":0.5400903141207393,"score_spread":0.1456054678030743,"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."}}