{"id":"W4393162382","doi":"10.23866/brnrev:2024-m0102","title":"Quality requirements to establish a successful lung cancer screening program","year":2024,"lang":"en","type":"article","venue":"Barcelona Respiratory Network","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Lung cancer; Medicine; Risk analysis (engineering); Medical physics; Intensive care medicine; Oncology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3819781,0.0006225524,0.004152567,0.004691057,0.002981041,0.01137063,0.004966782,0.004767178,0.006838312],"category_scores_gemma":[0.563135,0.00124114,0.003571873,0.006551739,0.00422179,0.008088935,0.005900286,0.003920843,0.001230787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01555881,"about_ca_system_score_gemma":0.09468379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01988419,"about_ca_topic_score_gemma":0.01870214,"domain_scores_codex":[0.7241047,0.1318666,0.06678836,0.005957771,0.06552056,0.00576202],"domain_scores_gemma":[0.3272459,0.3906909,0.04594893,0.02793831,0.1964814,0.01169451],"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":[0.0005217929,0.0004574227,0.01388349,0.1020136,0.001187966,0.0002661023,0.004098198,0.002430582,0.0007259859,0.04315874,0.03273189,0.7985241],"study_design_scores_gemma":[0.001588645,0.002782768,0.06406169,0.3017129,0.003218903,0.0008684161,0.007112965,0.003982006,0.002867312,0.06858183,0.5428596,0.0003629396],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.04349524,0.3364564,0.1382999,0.3559529,0.01138364,0.0470535,0.006172281,0.001123289,0.06006272],"genre_scores_gemma":[0.3253566,0.1575233,0.4148248,0.0471208,0.002929554,0.04301533,0.00385502,0.0003643886,0.005010114],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3819781,"threshold_uncertainty_score":0.762131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0542909848419534,"score_gpt":0.4147383795382093,"score_spread":0.3604473946962559,"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."}}