{"id":"W2126606017","doi":"10.1109/iembs.2008.4649808","title":"Open access to biomedical engineering publications","year":2008,"lang":"en","type":"article","venue":"","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Revenue; Academic community; Scientific communication; Professional association; Computer science; Engineering ethics; Public relations; Business; Engineering; Library science; Political science; Finance","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","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02086855,0.001708829,0.002506606,0.01457277,0.003565324,0.02179897,0.004484921,0.006826945,0.407819],"category_scores_gemma":[0.1771403,0.001007293,0.001724567,0.01562411,0.005632479,0.01200677,0.01590545,0.003741748,0.2645139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002391613,"about_ca_system_score_gemma":0.008672611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000383459,"about_ca_topic_score_gemma":0.0003997106,"domain_scores_codex":[0.9838296,0.004352214,0.002322558,0.001797743,0.006532544,0.001165347],"domain_scores_gemma":[0.8262814,0.06132653,0.009793865,0.0504848,0.03169425,0.0204191],"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":[0.0002344278,0.0002411739,0.001552126,0.002301999,0.0001146665,0.0006278065,0.0009762931,0.0005611383,0.003025491,0.1383318,0.4483107,0.4037223],"study_design_scores_gemma":[0.00006659684,0.00007018718,0.001734293,0.00064542,0.00002087536,0.0006230063,0.00022875,0.0005397957,0.000706,0.06048621,0.9348074,0.00007148656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003995247,0.009296188,0.09269413,0.03436894,0.01893317,0.001488346,0.01233934,0.01702442,0.8098602],"genre_scores_gemma":[0.07245056,0.01840013,0.0620972,0.01225179,0.04120488,0.002617912,0.03606159,0.009987334,0.7449287],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9955151,"threshold_uncertainty_score":0.8446743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05864328312792993,"score_gpt":0.3093439713294868,"score_spread":0.2507006882015568,"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."}}