{"id":"W2159274727","doi":"10.1093/annonc/mds476","title":"From randomized trials to the clinic: is it time to implement individual lung-cancer screening in clinical practice? A multidisciplinary statement from French experts on behalf of the french intergroup (IFCT) and the groupe d'Oncologie de langue française (GOLF)","year":2012,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":103,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Medicine; Multidisciplinary approach; Family medicine; Statement (logic); Lung cancer; Randomized controlled trial; Lung cancer screening; Clinical trial; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01421279,0.0002852015,0.002101379,0.00009664385,0.00009659394,0.00001605027,0.0003976968,0.0002241236,0.002046933],"category_scores_gemma":[0.005280511,0.0001300691,0.0005233865,0.0001816299,0.0002689841,0.00009267904,0.0005998111,0.0003538382,0.00002044231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001563422,"about_ca_system_score_gemma":0.0003099955,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02358666,"about_ca_topic_score_gemma":0.002587147,"domain_scores_codex":[0.9924313,0.003895588,0.002220572,0.0004532481,0.0005138612,0.0004853834],"domain_scores_gemma":[0.9723707,0.02548376,0.001095254,0.0006460368,0.0001757605,0.0002284868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.07794724,0.005083365,0.1531079,0.00003341131,0.005094244,0.0000302359,0.08487867,0.00002851242,0.00007078804,0.00003162878,0.5441816,0.1295124],"study_design_scores_gemma":[0.2413755,0.00643718,0.6170756,0.001243132,0.004228796,0.000006612264,0.008944928,0.0002615949,0.001594262,0.0002479881,0.1182116,0.0003728796],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8144583,0.004816545,0.00008888353,0.1750805,0.0005505647,0.003977105,0.0004853691,0.000008925625,0.0005338533],"genre_scores_gemma":[0.9725793,0.001779061,0.00255693,0.02015806,0.0007915156,0.001963399,0.00004778327,0.00002319137,0.0001007576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4639676,"threshold_uncertainty_score":0.9988653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2056503484937791,"score_gpt":0.5273528145136473,"score_spread":0.3217024660198682,"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."}}