{"id":"W2768928136","doi":"10.1186/s12875-017-0666-5","title":"Piloting electronic screening forms in primary care: findings from a mixed methods study to identify patients eligible for low dose CT lung cancer screening","year":2017,"lang":"en","type":"article","venue":"BMC Family Practice","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital; Institute for Clinical Evaluative Sciences; Sunnybrook Hospital; University of Toronto","funders":"","keywords":"Medicine; Lung cancer screening; Asymptomatic; Primary care; Family medicine; Lung cancer; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001515422,0.0003735866,0.0006848748,0.0002108428,0.0005928397,0.0003343448,0.0003556564,0.00006624268,0.000008202472],"category_scores_gemma":[0.002059455,0.000332327,0.0001754979,0.0002187902,0.00002480781,0.001139293,0.0003237268,0.0003996858,0.000006694198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001677653,"about_ca_system_score_gemma":0.0004736332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01661909,"about_ca_topic_score_gemma":0.003104805,"domain_scores_codex":[0.9968975,0.0002416218,0.000599039,0.0008888757,0.0005677537,0.000805272],"domain_scores_gemma":[0.9965116,0.001549246,0.0005322186,0.0008555984,0.0003364038,0.0002149173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002611192,0.001334139,0.9355778,0.0003251257,0.0006239659,0.000036516,0.002305507,0.0001519965,0.0006926197,0.00000945347,0.0007798632,0.05555182],"study_design_scores_gemma":[0.01350469,0.001178901,0.974329,0.00125028,0.001356289,0.000002485274,0.004156452,0.0005112063,0.001284167,0.00001229177,0.002049015,0.0003652442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805071,0.002505192,0.01105932,0.0004503485,0.0004527542,0.004398554,0.0000502009,0.00006425809,0.0005123069],"genre_scores_gemma":[0.9024358,0.0001720945,0.0943409,0.001023854,0.000175591,0.001575631,0.0001086278,0.00008633534,0.00008113455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08328158,"threshold_uncertainty_score":0.9999129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04814593540678366,"score_gpt":0.441299528049577,"score_spread":0.3931535926427933,"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."}}