{"id":"W4377249394","doi":"10.2139/ssrn.4443606","title":"The Banff 2022 Lung Summary Report","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Alberta","funders":"","keywords":"Medicine","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":[0.002247934,0.0005884312,0.0005556595,0.002457685,0.0009227599,0.003268742,0.001204632,0.003473809,0.1950433],"category_scores_gemma":[0.005807943,0.0004048065,0.0008684529,0.001299897,0.0003313228,0.0007850609,0.001481991,0.002360462,0.147034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00183621,"about_ca_system_score_gemma":0.007582381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01735063,"about_ca_topic_score_gemma":0.02780218,"domain_scores_codex":[0.9979492,0.0002250314,0.0001267172,0.0001696699,0.001134485,0.0003949597],"domain_scores_gemma":[0.9952924,0.0005473249,0.0002321243,0.0002595913,0.002283727,0.001384842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008117287,0.00001710881,0.0003210924,0.00006752463,0.000005597825,0.00005276839,0.0000049244,0.00001809035,0.00009068131,0.0003852152,0.988569,0.01038669],"study_design_scores_gemma":[0.00002586569,0.00002794255,0.002142591,0.0001173593,0.00000859903,0.00005540227,0.00001778703,0.00002250374,0.0001714497,0.0002662215,0.9971366,0.000007627681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003052371,0.01636491,0.001039203,0.1171379,0.1197321,0.0009180031,0.1634323,0.001264391,0.5770589],"genre_scores_gemma":[0.009495259,0.006269227,0.0009192196,0.03029143,0.0171651,0.0005692745,0.07123861,0.0004733851,0.8635785],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1950433,"threshold_uncertainty_score":0.652485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022425713118163,"score_gpt":0.2999879892890668,"score_spread":0.2897637321578852,"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."}}