{"id":"W2913092243","doi":"10.1053/j.semtcvs.2019.02.014","title":"The Future Is Bright Green","year":2019,"lang":"en","type":"letter","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Thoracoscopy; Indocyanine green; Resection; Surgery; Cardiothoracic surgery; Radiology; Surgical margin; Image-guided surgery","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":[0.001167424,0.00047694,0.001457331,0.000183228,0.0001448748,0.00007190875,0.0001415438,0.0008379738,0.00005420272],"category_scores_gemma":[0.00002376221,0.0002998409,0.001925972,0.0002736266,0.0001405883,0.00005715265,0.00009289524,0.001282929,0.00006609642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000221626,"about_ca_system_score_gemma":0.0002413832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000164006,"about_ca_topic_score_gemma":0.000009621298,"domain_scores_codex":[0.9970888,0.0002552313,0.0004069669,0.0007922028,0.0008780709,0.0005787088],"domain_scores_gemma":[0.9975912,0.0006132827,0.0001090216,0.001530654,0.00008210283,0.00007375272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003698218,0.00001652976,0.01886322,0.000652798,0.00218453,0.002630813,0.0000676998,2.943897e-7,8.350418e-8,0.000001191824,0.7167571,0.2587888],"study_design_scores_gemma":[0.0002647132,0.00002929402,0.005301668,0.001642563,0.001480183,0.0005207573,0.0001015663,0.00000296847,0.00004275371,0.00004518444,0.9902326,0.000335787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00542,0.5880169,0.00000436646,0.4015515,0.002085094,0.0007908641,0.00005152552,0.00004266317,0.002037101],"genre_scores_gemma":[0.005242539,0.5035707,0.00007565483,0.4501239,0.015791,0.0004764616,0.0005776249,0.0002567088,0.02388544],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2734755,"threshold_uncertainty_score":0.9999453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01076704154169552,"score_gpt":0.2556565728673478,"score_spread":0.2448895313256522,"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."}}