{"id":"W2059358750","doi":"10.1155/2014/962901","title":"Early COPD Diagnosis in Family Medicine Practice: How to Implement Spirometry?","year":2014,"lang":"en","type":"article","venue":"International Journal of Family Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"GlaxoSmithKline","keywords":"Spirometry; Medicine; COPD; Alternative medicine; Family medicine; Bioinformatics; Internal medicine; Pathology; Asthma; Biology","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":[0.01477786,0.0006371745,0.0008990206,0.001269192,0.002275692,0.003147916,0.001969955,0.004409351,0.006076918],"category_scores_gemma":[0.06136388,0.000502236,0.0007171455,0.0008443177,0.001255721,0.004660108,0.002217658,0.003247695,0.001516629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002730936,"about_ca_system_score_gemma":0.0117879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009088433,"about_ca_topic_score_gemma":0.01196346,"domain_scores_codex":[0.9917236,0.005060279,0.000510782,0.0004761564,0.001241017,0.0009881614],"domain_scores_gemma":[0.9685792,0.01266512,0.003516603,0.0006963827,0.003798437,0.01074429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003610241,0.002017514,0.1436665,0.005645329,0.0001426862,0.002127859,0.008409458,0.0007444007,0.0009929428,0.001344247,0.1025176,0.7320305],"study_design_scores_gemma":[0.001070542,0.004218426,0.5966139,0.07227439,0.0005224511,0.008753674,0.07762424,0.003050703,0.001569524,0.01865776,0.2150951,0.0005493337],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1121398,0.05446301,0.007727026,0.7999293,0.004271956,0.001174171,0.0003304077,0.0006434259,0.01932086],"genre_scores_gemma":[0.8059832,0.05221393,0.06180646,0.06896061,0.005588294,0.002276838,0.0004310043,0.00009235707,0.002647267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01477786,"threshold_uncertainty_score":0.07815367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05747969469913786,"score_gpt":0.4051910559463064,"score_spread":0.3477113612471685,"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."}}