{"id":"W3158788073","doi":"10.36416/1806-3756/e20210114","title":"Is this asthma, COPD, or both?","year":2021,"lang":"pt","type":"article","venue":"Jornal Brasileiro de Pneumologia","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Asthma; COPD; Family medicine; Gerontology; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000985551,0.001024952,0.001547556,0.0004382774,0.0005429312,0.0002710061,0.0009637086,0.000999119,0.07253759],"category_scores_gemma":[0.002499345,0.0009174413,0.0008827743,0.001673841,0.0008180971,0.0003479033,0.001030606,0.002646122,0.005768004],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002352514,"about_ca_system_score_gemma":0.006471092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003791263,"about_ca_topic_score_gemma":0.00009269322,"domain_scores_codex":[0.9912119,0.001033897,0.001263004,0.00197193,0.001948145,0.002571142],"domain_scores_gemma":[0.9937948,0.001219282,0.0004317712,0.00194534,0.0008090461,0.001799734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002393045,0.002146411,0.7040273,0.002484462,0.001223561,0.05489124,0.001256727,0.00001857061,0.02071495,0.0006228819,0.197038,0.01318287],"study_design_scores_gemma":[0.003988924,0.0007862055,0.9443161,0.0008479855,0.0004970087,0.006305387,0.001961163,0.002368763,0.006341486,0.0002492539,0.0313024,0.001035298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9404374,0.02033813,0.0003164682,0.01093575,0.002373463,0.001366633,0.001209616,0.0003029447,0.02271955],"genre_scores_gemma":[0.7955081,0.001497908,0.0008400899,0.007700299,0.001994306,0.0001144711,0.0002083334,0.0002342312,0.1919022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2402888,"threshold_uncertainty_score":0.9996548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04087522424584486,"score_gpt":0.3321638259289376,"score_spread":0.2912886016830927,"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."}}