{"id":"W4296710266","doi":"10.1177/2473974x221101024","title":"Margin Sampling and Survival Outcomes in Oral Cavity and p16‐Positive Oropharyngeal Squamous Cell Carcinoma","year":2022,"lang":"en","type":"article","venue":"OTO Open","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Hazard ratio; Proportional hazards model; Cohort; Survival analysis; Oncology; Internal medicine; Cancer; Surgical margin; Cohort study; Surgery; Confidence interval","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":[0.0003118095,0.0001208569,0.0004807112,0.00005385648,0.0001968511,0.00003090016,0.00009037134,0.00002370379,0.0001597462],"category_scores_gemma":[0.00003426676,0.0001067065,0.00002206922,0.00009989833,0.00003811316,0.00007314924,0.0007127067,0.0002017198,0.000002780616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054226,"about_ca_system_score_gemma":0.00007342019,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009295329,"about_ca_topic_score_gemma":0.001418309,"domain_scores_codex":[0.9991183,0.0000915995,0.0001462067,0.0002788912,0.000149662,0.0002153325],"domain_scores_gemma":[0.9995918,0.0001427755,0.0000315485,0.000121659,0.00001894182,0.00009327559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003554741,0.0001142832,0.9947768,0.00005069637,0.00001160197,0.0002115147,0.001614558,0.000001554597,0.0007252959,0.00004006764,0.0002271294,0.001871023],"study_design_scores_gemma":[0.003153674,0.0005194328,0.9924473,0.00001135688,0.00003112456,0.00002484861,0.001254512,0.00003765973,0.0003220824,0.00002072814,0.002048607,0.0001286885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989811,0.0005816824,0.000001771879,0.0009949299,0.0001170167,0.0006846113,0.00008628149,0.000009842607,0.00771284],"genre_scores_gemma":[0.9978587,0.00001924905,0.0002373074,0.0004089963,0.00002418414,0.00009503459,0.00001721797,0.00001566894,0.001323638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00804768,"threshold_uncertainty_score":0.9973019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04749513313709898,"score_gpt":0.3334304731759583,"score_spread":0.2859353400388593,"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."}}