{"id":"W4315705557","doi":"10.1186/s12911-022-02080-5","title":"A parametric model to jointly characterize rate, duration, and severity of exacerbations in episodic diseases","year":2023,"lang":"en","type":"article","venue":"BMC Medical Informatics and Decision Making","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Vancouver Coastal Health Research Institute; University of British Columbia; Centre for Advancing Health Outcomes","funders":"University of British Columbia; Genome British Columbia; Genome Canada","keywords":"Health informatics; Duration (music); Parametric statistics; Medicine; Parametric model; Computer science; Statistics; Public health; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04104929,0.001950881,0.003115421,0.002179374,0.0006284539,0.002399928,0.003691432,0.003207937,0.004387758],"category_scores_gemma":[0.07301958,0.001211653,0.005281066,0.002108054,0.002033974,0.002519038,0.002454711,0.004039017,0.0007398249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001388986,"about_ca_system_score_gemma":0.002191268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007754782,"about_ca_topic_score_gemma":0.003940218,"domain_scores_codex":[0.9796697,0.0148851,0.0006531139,0.002862662,0.0009013118,0.001028102],"domain_scores_gemma":[0.9104026,0.07709388,0.005841637,0.004312614,0.001794673,0.0005546401],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001716249,0.0005156957,0.06179078,0.0005351041,0.002744645,0.000992176,0.001407416,0.7616291,0.001894693,0.08538197,0.00295763,0.07843458],"study_design_scores_gemma":[0.0001602625,0.0006631197,0.00965029,0.00007895273,0.0005553543,0.0002971713,0.0001185428,0.9471647,0.0003646148,0.03865862,0.002205112,0.00008317459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1243017,0.0009971666,0.8692066,0.001078593,0.0001306637,0.0004693355,0.001657564,0.0004430761,0.001715271],"genre_scores_gemma":[0.8827754,0.0007191022,0.1057738,0.0004354497,0.0002709078,0.002348756,0.002274908,0.0001244668,0.005277373],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9589507,"threshold_uncertainty_score":0.217092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04198027435998657,"score_gpt":0.3346194853177167,"score_spread":0.2926392109577301,"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."}}