{"id":"W4405751598","doi":"10.29173/hsi450","title":"Infographic: Vaccine Development Process","year":2021,"lang":"en","type":"article","venue":"Health Science Inquiry","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Infographic; Process (computing); Computer science; Data mining; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001967105,0.000100743,0.0001760979,0.0002069642,0.002412999,0.000174199,0.0004667066,0.0000498857,0.0002970578],"category_scores_gemma":[0.0002967547,0.00009830757,0.00003288845,0.003005177,0.0001282059,0.0007402693,0.00008574352,0.0001461068,0.00008856386],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002207049,"about_ca_system_score_gemma":0.01149181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001439978,"about_ca_topic_score_gemma":0.00150835,"domain_scores_codex":[0.9974838,0.0000506225,0.0003543843,0.0004180335,0.0008875642,0.0008055942],"domain_scores_gemma":[0.9986429,0.00003535214,0.0001236294,0.0002465083,0.0004896265,0.0004620396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002255843,0.0003573214,0.4905808,0.00026302,0.00001338093,0.00008220239,0.2791723,0.00002561167,0.0002250764,0.03934421,0.01569645,0.1742171],"study_design_scores_gemma":[0.0004666638,0.00007069816,0.6661635,0.0001708643,0.000003825778,0.00001585954,0.0312505,0.00001711252,0.001795691,0.002612785,0.2970199,0.0004125919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700586,0.001363474,0.0003843508,0.01613186,0.001300626,0.000265183,5.209433e-7,0.0001507432,0.01034465],"genre_scores_gemma":[0.9928813,0.0004052645,0.001410842,0.004325161,0.00038739,0.00002095046,0.000002483342,0.000006674343,0.0005599492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2813235,"threshold_uncertainty_score":0.9988858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07805763388385584,"score_gpt":0.4211974413682635,"score_spread":0.3431398074844076,"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."}}