{"id":"W7071992068","doi":"","title":"Validation of 8th edition AJCC staging system of small cell lung cancer in a North American cohort","year":2024,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Lung Cancer Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Lung cancer; Cohort; Lung cancer staging; Proportional hazards model; AJCC staging system; Cancer; Staging system; Retrospective cohort study; TNM staging system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01186496,0.0004271656,0.0004708278,0.001713617,0.0009385975,0.001340676,0.0009915475,0.0004628025,0.001760432],"category_scores_gemma":[0.01806885,0.0003052668,0.0009907354,0.001279707,0.0005097783,0.0005330922,0.0009969453,0.0006311839,0.0009275294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005508468,"about_ca_system_score_gemma":0.001573259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007115235,"about_ca_topic_score_gemma":0.01001234,"domain_scores_codex":[0.9954473,0.001657086,0.0005363399,0.001062372,0.001045168,0.0002515998],"domain_scores_gemma":[0.9890331,0.002672143,0.002001283,0.00254869,0.003281267,0.0004636311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003065371,0.00008609761,0.9876415,0.00007672314,0.0001717705,0.0001010359,0.0004169442,0.0004162172,0.0007668961,0.0001879623,0.00285996,0.006968522],"study_design_scores_gemma":[0.00007457824,0.000264512,0.9869702,0.0001307201,0.0002260212,0.000394997,0.000510336,0.002071286,0.000700194,0.0002502461,0.008388217,0.00001872918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831535,0.0006389321,0.00348249,0.0002872125,0.000168937,0.0005810784,0.008487032,0.00006612789,0.00313474],"genre_scores_gemma":[0.9734073,0.0004846207,0.005175671,0.0002398975,0.0001324786,0.00120196,0.01829625,0.00005285685,0.001008908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01186496,"threshold_uncertainty_score":0.06274867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01161999696091252,"score_gpt":0.2621523437341635,"score_spread":0.250532346773251,"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."}}