{"id":"W3133740675","doi":"10.3390/v13030418","title":"Target Product Profile Analysis of COVID-19 Vaccines in Phase III Clinical Trials and Beyond: An Early 2021 Perspective","year":2021,"lang":"en","type":"review","venue":"Viruses","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Pandemic; Virology; Clinical trial; Coronavirus disease 2019 (COVID-19); Collateral damage; Coronavirus; Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Disease; Infectious disease (medical specialty); Internal medicine","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007460136,0.0005237233,0.008220752,0.001974734,0.00006847885,0.00007313585,0.0003182923,0.0004383598,0.0004769737],"category_scores_gemma":[0.02216994,0.0003813889,0.001364599,0.003587426,0.0002246901,0.0001830244,0.0001990789,0.0008469756,0.00001711331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002732789,"about_ca_system_score_gemma":0.004585201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002077,"about_ca_topic_score_gemma":0.000313771,"domain_scores_codex":[0.9913413,0.003610766,0.002556972,0.001414759,0.000646261,0.000429961],"domain_scores_gemma":[0.9941294,0.003091918,0.0009234172,0.001106635,0.0005092146,0.000239389],"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":[0.003458575,0.007657301,0.03789318,0.0190261,0.02293565,0.001490723,0.002445472,5.279476e-7,0.0005514923,0.0005905449,0.003264165,0.9006863],"study_design_scores_gemma":[0.005508773,0.001058456,0.0001769863,0.001568414,0.01365362,0.00001938313,0.000860936,0.00002600207,0.000406101,0.00004530118,0.9762255,0.0004505311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01306381,0.9831915,0.00002113149,0.0001162341,0.0001517921,0.00258935,0.000591816,0.00003236595,0.0002419486],"genre_scores_gemma":[0.0001996116,0.9917323,0.0003083159,0.006132644,0.0008825237,0.0004120893,0.0001866715,0.00007740491,0.00006843154],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9729613,"threshold_uncertainty_score":0.9998638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.316226191290811,"score_gpt":0.5733481916547342,"score_spread":0.2571220003639232,"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."}}