{"id":"W6939491999","doi":"10.6084/m9.figshare.14821220.v1","title":"Additional file 3 of Specimen oriented intraoperative margin assessment in oral cavity and oropharyngeal squamous cell carcinoma","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Oral cavity; Basal cell; Margin (machine learning); Epidermoid carcinoma; Carcinoma; Oral Cancers","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001162024,0.0007749748,0.001069858,0.002158741,0.0006618754,0.00131483,0.001344536,0.0008139671,0.912405],"category_scores_gemma":[0.02703213,0.0004707434,0.0009517069,0.003021047,0.0001897936,0.001412064,0.0009893643,0.0006428457,0.2056799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001311645,"about_ca_system_score_gemma":0.001261773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008442401,"about_ca_topic_score_gemma":0.01258045,"domain_scores_codex":[0.9992604,0.00009761952,0.0001781551,0.0001460238,0.0001979013,0.0001199082],"domain_scores_gemma":[0.9828479,0.009058728,0.001849772,0.001061206,0.00456127,0.000621143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004856419,0.00006561705,0.001822009,0.001114735,0.00002040362,0.00005672284,0.0000153881,0.0001514028,0.00005463974,0.0003107078,0.9857091,0.01019353],"study_design_scores_gemma":[0.004263598,0.0003229196,0.05392902,0.005661838,0.0001681481,0.0008736842,0.0002971608,0.001023612,0.0007474171,0.00585608,0.9267417,0.0001148738],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0003017095,0.00003361425,0.0001612383,0.0001654804,0.00007136942,0.0002240748,0.9930072,0.0002129401,0.005822326],"genre_scores_gemma":[0.01300537,0.0002789402,0.002430379,0.001241855,0.0004556791,0.002267912,0.9310286,0.001335375,0.0479559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.912405,"threshold_uncertainty_score":0.1249437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02565332165510932,"score_gpt":0.2846088713231076,"score_spread":0.2589555496679983,"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."}}