{"id":"W6901944793","doi":"10.60692/zp4bc-1zx72","title":"Innovative vaccine approaches—a Keystone Symposia report","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Software deployment; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; HIV vaccine","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":[],"consensus_categories":[],"category_scores_codex":[0.01389029,0.001743547,0.0007317631,0.00220134,0.001823167,0.007797839,0.001649807,0.006513292,0.02036722],"category_scores_gemma":[0.01059887,0.0006132039,0.001272138,0.001016777,0.001895426,0.007384557,0.00743583,0.01090474,0.007731894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003260172,"about_ca_system_score_gemma":0.007857982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009396287,"about_ca_topic_score_gemma":0.001750223,"domain_scores_codex":[0.9943065,0.001134914,0.0003607751,0.0004792748,0.002383581,0.001334992],"domain_scores_gemma":[0.9901375,0.001757028,0.0003925716,0.000339065,0.002790802,0.004583024],"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":[0.00007945941,0.0001470221,0.0002962612,0.0003941872,0.00002494283,0.000199026,0.0001343438,0.000163259,0.001093944,0.01626896,0.887758,0.09344074],"study_design_scores_gemma":[0.0000150948,0.00009296532,0.0004433254,0.0003019946,0.00001219301,0.000113624,0.000156925,0.0001361668,0.0003751563,0.004790212,0.9935514,0.00001096137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.001673135,0.1507478,0.003654603,0.3462242,0.4586043,0.0002448242,0.0002165368,0.0002176252,0.03841697],"genre_scores_gemma":[0.03287234,0.2144092,0.007579959,0.1800426,0.3500318,0.0004867813,0.0007865664,0.000318884,0.2134719],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02036722,"threshold_uncertainty_score":0.0734598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05606027922026016,"score_gpt":0.2476154920815005,"score_spread":0.1915552128612403,"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."}}