{"id":"W2326081067","doi":"10.1136/thoraxjnl-2014-206260.380","title":"P252 Gold Category And Optimal Management : A Canadian Perspective","year":2014,"lang":"en","type":"article","venue":"Thorax","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Lama; Exacerbation; COPD; Gold standard (test); Internal medicine; Quality of life (healthcare); Stage (stratigraphy); Physical therapy; Pediatrics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002097123,0.0001403287,0.0001884155,0.0002306753,0.00008473756,0.00002683109,0.00009927484,0.00005489524,0.0004136934],"category_scores_gemma":[0.00003941023,0.0001324092,0.00004817187,0.0001752532,0.0001651364,0.00006238636,0.0000899224,0.0001970912,0.0001726103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007697436,"about_ca_system_score_gemma":0.0002328635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03990579,"about_ca_topic_score_gemma":0.006823399,"domain_scores_codex":[0.9987711,0.00005721831,0.000104283,0.0003656058,0.0002569534,0.0004448523],"domain_scores_gemma":[0.9988519,0.00002559565,0.00001980831,0.0003369191,0.0001065805,0.0006592266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001663656,0.000744771,0.0673487,0.002368469,0.001435748,0.004704887,0.006467858,0.0001034747,0.001383984,0.5172517,0.05065269,0.345874],"study_design_scores_gemma":[0.002753195,0.0003074904,0.9065896,0.000131414,0.0002955229,0.0001982166,0.008965667,0.004816601,0.0001635618,0.005643876,0.06965395,0.0004809666],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5598888,0.001367937,0.0001232198,0.004777242,0.0001050865,0.0008210189,0.00002707794,0.00007217417,0.4328175],"genre_scores_gemma":[0.9897266,0.00005707445,0.0006726513,0.0003386932,0.0001721211,0.00003563941,0.00001608154,0.00002795142,0.008953159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8392408,"threshold_uncertainty_score":0.9664876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303270922589813,"score_gpt":0.2873687879960923,"score_spread":0.2743360787701942,"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."}}