{"id":"W4282960191","doi":"10.46747/cfp.6806441","title":"Diagnosing asthma and chronic obstructive pulmonary disease","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"University of Toronto","keywords":"Medicine; COPD; Asthma; Pulmonary disease; Pulmonary function testing; Intensive care medicine; Primary care; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007147975,0.0008040618,0.001836713,0.003536963,0.00501192,0.00395156,0.002662918,0.004887082,0.006966843],"category_scores_gemma":[0.05349736,0.0007286209,0.001008848,0.002265641,0.003588192,0.002650414,0.001332465,0.006044412,0.001433995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01597225,"about_ca_system_score_gemma":0.04381905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7378902,"about_ca_topic_score_gemma":0.8239985,"domain_scores_codex":[0.9895201,0.001951385,0.001130875,0.0007273947,0.005146282,0.001524029],"domain_scores_gemma":[0.968771,0.007938904,0.001823646,0.0005505714,0.01435499,0.006560842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004670758,0.0003972606,0.4805573,0.001799901,0.0003113755,0.006306359,0.00225473,0.0004754682,0.001388571,0.004558281,0.1968482,0.3046355],"study_design_scores_gemma":[0.0002004451,0.0003261875,0.7724976,0.009626263,0.0006649562,0.01200067,0.0108935,0.0010428,0.0005780237,0.007578187,0.1842846,0.0003067958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08068037,0.1950375,0.001702677,0.581788,0.01740402,0.0003470797,0.001383005,0.0001955319,0.1214619],"genre_scores_gemma":[0.7219724,0.1318646,0.0143848,0.1007665,0.01924443,0.0001692192,0.001839424,0.00008945964,0.009669343],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7378902,"threshold_uncertainty_score":0.5273069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01415334904580588,"score_gpt":0.2502397808112811,"score_spread":0.2360864317654752,"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."}}