{"id":"W2042503957","doi":"10.1016/s1098-3015(10)75091-9","title":"PIN33 POTENTIAL HEALTH AND ECONOMIC IMPACT OF NEW PNEUMOCOCCAL VACCINES IN CANADA: A MARKOV MODELLING APPROACH","year":2009,"lang":"en","type":"article","venue":"Value in Health","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Markov chain; Markov model; Pneumococcal disease; Medicine; Virology; Computer science; Streptococcus pneumoniae; Biology; Machine learning; Microbiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003401148,0.0001385938,0.0005274378,0.0002527693,0.00004882991,0.000005505157,0.00004835737,0.00005487631,0.0000070092],"category_scores_gemma":[0.00001325506,0.0001205403,0.0000604939,0.0001785992,0.00001102737,0.00005307507,0.00001120895,0.0002614192,5.486867e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0022211,"about_ca_system_score_gemma":0.01587052,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9566116,"about_ca_topic_score_gemma":0.2182728,"domain_scores_codex":[0.9985294,0.0001159875,0.0006174588,0.0002433578,0.00009903109,0.0003947245],"domain_scores_gemma":[0.9991772,0.00002858235,0.0001584981,0.00017109,0.00001234734,0.0004523484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001578738,0.0001725683,0.1914691,0.0003811106,0.00002273558,0.00001616855,0.0006584433,0.797971,0.0002864038,0.0001660443,0.0003608182,0.008337758],"study_design_scores_gemma":[0.002110487,0.001172684,0.5168302,0.0002873542,0.000006504642,0.0001762598,0.0001818313,0.4786162,0.000006787354,0.0003549549,0.0001166189,0.0001401166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939809,0.00110906,0.0004941443,0.003687439,0.00009493936,0.0004981186,0.00001016254,0.00001197675,0.0001132505],"genre_scores_gemma":[0.9980837,0.0007139618,0.0003431565,0.0007122298,0.0001093802,0.000003725926,0.000008010585,0.00001123336,0.00001464066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7383388,"threshold_uncertainty_score":0.9897086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03427304479041961,"score_gpt":0.2968015114876073,"score_spread":0.2625284666971877,"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."}}