{"id":"W2164150962","doi":"10.1503/cmaj.1050038","title":"Importance of open access for clinicians and researchers in developing countries","year":2005,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relevance (law); Developing country; Institution; World Wide Web; Medical education; Computer science; Data science; Library science; Medicine; Political science; Economic growth","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0354902,0.0005892509,0.002146798,0.001353267,0.008860871,0.01434506,0.003227455,0.0648286,0.008914324],"category_scores_gemma":[0.1625698,0.0008593349,0.0009849365,0.0026156,0.01618301,0.02067078,0.007479052,0.0721072,0.003055576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00759925,"about_ca_system_score_gemma":0.01574447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004737828,"about_ca_topic_score_gemma":0.01286885,"domain_scores_codex":[0.96466,0.01226092,0.004172588,0.002413605,0.01357394,0.002919062],"domain_scores_gemma":[0.7263579,0.1893693,0.01236424,0.006783292,0.02567719,0.03944819],"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":[0.00004472501,0.00002816451,0.0006212295,0.000199507,0.00001321856,0.002641584,0.0007433716,0.00004042032,0.00009856675,0.0151817,0.9626722,0.01771532],"study_design_scores_gemma":[0.000120564,0.00007267247,0.001388285,0.001129897,0.00002863657,0.005181095,0.003558042,0.0002345292,0.0001419545,0.03182993,0.9562007,0.0001138115],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001515738,0.001439228,0.00007014135,0.9885681,0.0085566,0.000003523817,0.000006690257,0.000005332936,0.001198876],"genre_scores_gemma":[0.009659164,0.005294251,0.0006442427,0.8999074,0.08155613,0.00003239385,0.00002072139,0.00003001472,0.002855714],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9967725,"threshold_uncertainty_score":0.1876923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6771114568177119,"score_gpt":0.6308608858162836,"score_spread":0.04625057100142826,"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."}}