{"id":"W2140834332","doi":"10.7710/2162-3309.1028","title":"Developing Open Access Journals: A Practical Guide","year":2012,"lang":"en","type":"article","venue":"Journal of Librarianship and Scholarly Communication","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Publishing; Advice (programming); Electronic publishing; World Wide Web; Subject (documents); Computer science; Library science; Field (mathematics); Open access publishing; Subject matter; The Internet; Political science; Curriculum","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":["sts","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.01748077,0.00009337338,0.0002488447,0.0003250192,0.001583136,0.002494815,0.002070457,0.0001628817,0.0003623687],"category_scores_gemma":[0.007346225,0.00007077659,0.0000354109,0.0005955546,0.00007445244,0.05316876,0.001213769,0.002148777,0.00004082673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002272469,"about_ca_system_score_gemma":0.004267973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001775549,"about_ca_topic_score_gemma":0.00002538696,"domain_scores_codex":[0.994727,0.003079475,0.001098904,0.0000919005,0.0004952179,0.000507517],"domain_scores_gemma":[0.9948846,0.002230176,0.001035463,0.0004072755,0.0007312885,0.0007111771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001052468,0.0001115154,0.850926,0.00006436294,0.00002771131,0.000001579536,0.01134963,3.266578e-7,0.0001528004,0.02816372,0.09748511,0.01161202],"study_design_scores_gemma":[0.0005067296,0.00005084457,0.6853247,0.0004578491,0.00001243827,0.00005845956,0.007052174,0.00001395964,0.00002497896,0.008720834,0.2976882,0.00008875282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6917223,0.01250761,0.01271192,0.2397381,0.001603719,0.0009874288,0.000003726496,0.00002561089,0.04069961],"genre_scores_gemma":[0.9123915,0.006617336,0.07370561,0.00559897,0.0008994913,0.00002856167,0.000004911147,0.00001624473,0.0007373773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2341391,"threshold_uncertainty_score":0.9997166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7349764763730774,"score_gpt":0.660533413607095,"score_spread":0.07444306276598234,"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."}}