{"id":"W2895868138","doi":"10.12688/f1000research.14596.1","title":"Recent advances in bronchoscopy","year":2018,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Open peer review; Plant biology; Physiology; Medicine; Bronchoscopy; Neuroscience; Biology; Surgery; Botany","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":[0.004613155,0.0008918717,0.001503917,0.003913318,0.0005830353,0.002796255,0.001638272,0.002761467,0.008155261],"category_scores_gemma":[0.008526285,0.0005434797,0.001407154,0.002233843,0.001918489,0.003453924,0.0016967,0.00413626,0.006054221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001942076,"about_ca_system_score_gemma":0.002113394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001674199,"about_ca_topic_score_gemma":0.001852074,"domain_scores_codex":[0.9980515,0.0004410569,0.0002552532,0.0004283044,0.0006695301,0.0001543885],"domain_scores_gemma":[0.9911559,0.004644428,0.0005887917,0.0004391322,0.002483283,0.0006885701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003288694,0.0001014343,0.001780728,0.01204377,0.000146008,0.0006337443,0.0002547054,0.0004176541,0.003490681,0.009280373,0.04295329,0.9285687],"study_design_scores_gemma":[0.0000262926,0.0002192462,0.00264363,0.003959612,0.0001457231,0.00480038,0.0001840242,0.0002670562,0.001514321,0.005781612,0.980399,0.00005908962],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000592594,0.987834,0.001562082,0.004499046,0.001536314,0.00001003807,0.00005472323,0.0000786819,0.003832508],"genre_scores_gemma":[0.006577678,0.978452,0.003513142,0.003351063,0.0057526,0.00002276762,0.0001689237,0.0000496854,0.002112095],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008155261,"threshold_uncertainty_score":0.02728206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05295393752246862,"score_gpt":0.4389214484114114,"score_spread":0.3859675108889428,"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."}}