{"id":"W2032846938","doi":"10.1136/sextrans-2011-050108.163","title":"P1-S4.19 Stochastic network models","year":2011,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Population; Probabilistic logic; Computer science; Markov chain; Markov process; Generality; Monte Carlo method; Network model; Statistical physics; Artificial intelligence; Machine learning; Statistics; Medicine; Mathematics; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006622564,0.0003350597,0.0005244401,0.0001058412,0.000555872,0.00001916023,0.0002457045,0.000216849,0.0006499679],"category_scores_gemma":[0.001033608,0.0002816138,0.0002039208,0.0006094816,0.0002031524,0.0001879184,0.00006856807,0.0004577143,0.00009771187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028053,"about_ca_system_score_gemma":0.00007804312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004797711,"about_ca_topic_score_gemma":0.0006352341,"domain_scores_codex":[0.9978101,0.0002346973,0.000605454,0.0004836197,0.0002112098,0.0006549764],"domain_scores_gemma":[0.9965308,0.002533866,0.000134624,0.0004732167,0.0001141363,0.0002134031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001404956,0.002636591,0.007791089,0.0003179403,0.001264266,0.0000297723,0.009761241,0.07228712,0.00009422899,0.8607613,0.03864282,0.006273183],"study_design_scores_gemma":[0.0005421129,0.0003963812,0.004608304,0.00004418845,0.0002313032,0.0000153482,0.0001571038,0.007243551,0.000006624219,0.983934,0.002366516,0.0004545553],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.041626,0.0002375055,0.9356479,0.0005123281,0.0005086464,0.0006524782,0.00002268756,0.001038618,0.01975383],"genre_scores_gemma":[0.983799,0.00005351637,0.01360223,0.001394836,0.0002947184,0.0002652137,0.000007976577,0.00005619542,0.0005262759],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9421731,"threshold_uncertainty_score":0.9999636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2503944495758794,"score_gpt":0.3739613363811828,"score_spread":0.1235668868053034,"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."}}