{"id":"W4302779981","doi":"10.1177/014107680609900928","title":"Open access: The evidence and the verdict","year":2006,"lang":"en","type":"article","venue":"Journal of the Royal Society of Medicine","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Verdict; Computer science; World Wide Web; Data science; Internet privacy; Computer security; Medicine; Political science; Law","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":["metaresearch","bibliometrics","open_science"],"consensus_categories":[],"category_scores_codex":[0.118888,0.0008244566,0.00282529,0.006847419,0.004994307,0.01457735,0.00632896,0.03928054,0.01650931],"category_scores_gemma":[0.5220191,0.001028944,0.001836845,0.006006445,0.03970836,0.02579899,0.008460682,0.02826906,0.002496353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005665466,"about_ca_system_score_gemma":0.009325502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004671289,"about_ca_topic_score_gemma":0.005365471,"domain_scores_codex":[0.8908973,0.04643837,0.01221415,0.01177058,0.03386436,0.004815221],"domain_scores_gemma":[0.2939202,0.6246595,0.02530658,0.02292573,0.02544915,0.007738758],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00121181,0.0001098763,0.006657517,0.00257187,0.000869563,0.001384701,0.001982001,0.0003914075,0.000181978,0.7765921,0.1458138,0.06223338],"study_design_scores_gemma":[0.0004174296,0.00007974095,0.003937337,0.006236614,0.0005933199,0.0007253601,0.001578171,0.0007696399,0.0005948471,0.8582808,0.1266459,0.0001409273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01020766,0.04378113,0.004211436,0.8841918,0.01034444,0.00005686373,0.0005772735,0.00003807637,0.04659136],"genre_scores_gemma":[0.5840107,0.03243874,0.006370168,0.3345718,0.03278901,0.0002699181,0.0005132247,0.0001255535,0.008910832],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9936711,"threshold_uncertainty_score":0.6287473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6120814298794245,"score_gpt":0.6113124180490181,"score_spread":0.0007690118304063409,"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."}}