{"id":"W6923261782","doi":"10.1371/journal.pone.0291997.s001","title":"Latent class analysis study periods.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Latent class model; Categorization; Population; Tuberculosis; Primary care; Health care; Social class","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009053925,0.001079606,0.001366851,0.002240022,0.001560688,0.002477638,0.001904642,0.001345979,0.08797127],"category_scores_gemma":[0.02333723,0.0009723697,0.001909884,0.004001367,0.000479231,0.001306506,0.002303679,0.003773212,0.02519532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003545503,"about_ca_system_score_gemma":0.008079677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06907913,"about_ca_topic_score_gemma":0.0513688,"domain_scores_codex":[0.9949253,0.00231158,0.0004764213,0.0009615187,0.0006718406,0.0006532583],"domain_scores_gemma":[0.9910758,0.00272206,0.00119239,0.001876448,0.002312188,0.000821081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002770316,0.0007744764,0.1461574,0.001486526,0.0007638252,0.0001987655,0.002341535,0.001319299,0.0001504966,0.016709,0.6974931,0.1298352],"study_design_scores_gemma":[0.002776747,0.000809976,0.3599848,0.002987892,0.0007955309,0.0004567021,0.002861317,0.010228,0.0003359911,0.02568976,0.5928408,0.0002326159],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.03828065,0.002427415,0.02814717,0.004013802,0.001212798,0.01165115,0.8702552,0.001674119,0.0423377],"genre_scores_gemma":[0.2195074,0.003463343,0.05016407,0.003099081,0.0009461583,0.112511,0.5238972,0.001440192,0.08497157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08797127,"threshold_uncertainty_score":0.2942932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1276499998253616,"score_gpt":0.4013364654006263,"score_spread":0.2736864655752647,"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."}}