{"id":"W2000742912","doi":"10.4161/hv.18701","title":"The influenza vaccine innovation system and lessons for PDPs","year":2012,"lang":"en","type":"review","venue":"Human Vaccines & Immunotherapeutics","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council; Canadian Institutes of Health Research","keywords":"General partnership; Influenza vaccine; Business; Product (mathematics); New product development; Production (economics); Marketing; Industrial organization; Medicine; Immunology; Economics; Vaccination; Finance","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004807954,0.0004811415,0.0009292017,0.002500816,0.0008072739,0.003168453,0.001093379,0.002717668,0.001977511],"category_scores_gemma":[0.0052642,0.0003975773,0.0007486212,0.003912521,0.003307244,0.005958764,0.001924272,0.00303181,0.000719581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003767199,"about_ca_system_score_gemma":0.006740841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00283826,"about_ca_topic_score_gemma":0.002587887,"domain_scores_codex":[0.9979189,0.0009155954,0.0001495227,0.0002559859,0.0006171776,0.0001428264],"domain_scores_gemma":[0.9964082,0.002654057,0.000275052,0.000131118,0.0004040994,0.0001274488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004071452,0.00006042592,0.0002924975,0.01180735,0.00007080755,0.0001969568,0.0006793935,0.0009530924,0.0002533632,0.2362051,0.01411587,0.7353244],"study_design_scores_gemma":[0.00002792975,0.0000980141,0.0009139183,0.008352295,0.00004356319,0.0007013595,0.0007955612,0.0002870735,0.0002408188,0.09128088,0.8972349,0.00002367557],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003930093,0.9876812,0.0007610235,0.00620308,0.0002538035,0.00001319172,0.000008361895,0.000006680743,0.004679701],"genre_scores_gemma":[0.009960196,0.986109,0.001137143,0.001588091,0.0002342767,0.00004143531,0.00001312766,0.000003424599,0.0009134134],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004807954,"threshold_uncertainty_score":0.02733302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3238569470626024,"score_gpt":0.4860205337438061,"score_spread":0.1621635866812037,"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."}}