{"id":"W2760721953","doi":"10.5578/tcb.2017.001","title":"RESPIRATORY SYSTEM CLINICAL PHYSIOLOGY","year":2017,"lang":"en","type":"article","venue":"Toraks Cerrahisi Bulteni","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Respiratory physiology; Intensive care medicine; Respiratory system; Medicine; Physiology; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009346349,0.0001396451,0.0004760828,0.00002301437,0.0003820886,0.0000370699,0.0004771915,0.0002829379,0.0006120969],"category_scores_gemma":[0.001064373,0.00007553581,0.0001821324,0.00004475703,0.0009398525,0.00006610519,0.0001535156,0.0003315143,0.0006397332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003432698,"about_ca_system_score_gemma":0.00008997578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009486826,"about_ca_topic_score_gemma":0.000007727775,"domain_scores_codex":[0.9983539,0.0001097722,0.0004298604,0.000457053,0.0002942925,0.0003551117],"domain_scores_gemma":[0.9984347,0.0001191093,0.0002169806,0.0006972022,0.00007935522,0.000452703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001453993,0.001251761,0.5967803,0.0004735944,0.000229818,0.0006933135,0.0001460759,6.984856e-7,0.08588025,0.01192965,0.09821641,0.2029441],"study_design_scores_gemma":[0.0009729495,0.0007932521,0.8563159,0.00008019714,0.00003469399,0.00002404146,0.00006279563,0.00008257673,0.0002385859,0.0001704261,0.1410963,0.0001283734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9464505,0.0001809561,0.00002483881,0.002760049,0.001560011,0.0002235206,0.00000434811,0.0001411141,0.04865461],"genre_scores_gemma":[0.9933789,0.00001998605,0.0002876489,0.002104355,0.001903281,0.00001085563,0.000003863548,0.000006331739,0.002284715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2595355,"threshold_uncertainty_score":0.822269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1610525087671601,"score_gpt":0.4139868424529108,"score_spread":0.2529343336857507,"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."}}