{"id":"W2898323173","doi":"10.1016/j.jtho.2018.08.467","title":"MA18.03 How in the Real World Are Lung Cancer Patients Treated? The Ontario, Canada Experience","year":2018,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Multiple and Secondary Primary Cancers","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Statistics Canada","funders":"","keywords":"Medicine; Radiation therapy; Stage (stratigraphy); Lung cancer; Clinical trial; Cohort; Surgery; Cancer; Chemotherapy; Internal medicine; Oncology; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003952382,0.0001338989,0.0003950181,0.0001039601,0.000125465,0.00001981518,0.0003275044,0.00007055199,0.000819313],"category_scores_gemma":[0.00006389421,0.00006859159,0.00008018333,0.000251604,0.0001654989,0.0001236417,0.0000328956,0.0006101332,0.000001018859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003174618,"about_ca_system_score_gemma":0.00304707,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.652014,"about_ca_topic_score_gemma":0.9931063,"domain_scores_codex":[0.9985829,0.0002274828,0.0003804284,0.0001392416,0.0003873329,0.0002826267],"domain_scores_gemma":[0.998728,0.000186771,0.0004933571,0.0002242172,0.000258912,0.0001086771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001340572,0.000121572,0.8931633,0.0000197145,0.00007893806,0.0003967673,0.008401407,0.000004866673,0.00007761709,0.000002745563,0.06913134,0.02726118],"study_design_scores_gemma":[0.000813529,0.0006191764,0.7838058,0.00009759118,0.000112471,0.00008619697,0.002693949,0.00003691075,0.0002689541,0.000004476711,0.2113843,0.0000767092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976612,0.0002612461,0.000001554225,0.01261867,0.001174189,0.0002404626,0.00000773204,0.000002713228,0.009081445],"genre_scores_gemma":[0.9898019,0.0001077041,0.00006927186,0.006499284,0.0006361295,0.00001933364,0.000002862713,0.000009977317,0.002853533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3410923,"threshold_uncertainty_score":0.8970903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02523285328223142,"score_gpt":0.377594381766329,"score_spread":0.3523615284840976,"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."}}