{"id":"W2099516765","doi":"10.1183/09031936.00012007","title":"Impact of a spirometry expert system on general practitioners' decision making","year":2007,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Staples (Canada); York Central Hospital","funders":"Radboud Universiteit; ZonMw; Universiteit Leiden","keywords":"Medicine; Spirometry; Medical diagnosis; Physical therapy; Referral; Odds ratio; Asthma; Internal medicine; Family medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01087299,0.0004353859,0.00104614,0.0003872082,0.0002407209,0.0006748167,0.0005841402,0.001336888,0.00250803],"category_scores_gemma":[0.04122742,0.0003659145,0.0008068983,0.0003273193,0.0005394801,0.0005668217,0.0009287932,0.0009017027,0.0001895263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008167708,"about_ca_system_score_gemma":0.001576775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001617406,"about_ca_topic_score_gemma":0.001544606,"domain_scores_codex":[0.9877072,0.009488627,0.0007380485,0.0006600177,0.00109055,0.0003155635],"domain_scores_gemma":[0.9539178,0.03663479,0.005304382,0.001318435,0.0007910069,0.002033599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.4120558,0.02637666,0.04786998,0.008234628,0.003382953,0.0003389182,0.002299186,0.008886078,0.002499018,0.0003517352,0.001397912,0.4863072],"study_design_scores_gemma":[0.3723973,0.3330766,0.256623,0.00361872,0.005354474,0.0007684265,0.001215268,0.01689201,0.002473502,0.001290353,0.006054946,0.0002353971],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951236,0.002149492,0.0004503763,0.0005873247,0.00009913288,0.0004880979,0.00005310641,0.00002237473,0.001026442],"genre_scores_gemma":[0.9970986,0.0005094738,0.00151449,0.0002118624,0.0001046486,0.0003052963,0.00004867948,0.000001572147,0.0002055147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01087299,"threshold_uncertainty_score":0.05750257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03756000924473987,"score_gpt":0.3715107453301857,"score_spread":0.3339507360854459,"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."}}