{"id":"W4281383109","doi":"10.3390/curroncol29050302","title":"The Effect of Surgeon Volume on the Outcome of Laser Vaporization: A Single-Center Retrospective Study","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Laser vaporization; Retrospective cohort study; Cervical intraepithelial neoplasia; Vaporization; Surgery; Predictive value; Cervical cancer; Cancer; Laser; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001842214,0.000250382,0.0004707452,0.001033745,0.0004616651,0.0006533817,0.0003993138,0.0004134796,0.001423779],"category_scores_gemma":[0.005336504,0.0003178316,0.0007515756,0.001106776,0.0004224839,0.0006416289,0.0004890115,0.0003831597,0.0002676912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003472529,"about_ca_system_score_gemma":0.0004110035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00192075,"about_ca_topic_score_gemma":0.002027512,"domain_scores_codex":[0.9982526,0.0005449636,0.0002872381,0.0003762762,0.0003592908,0.0001796188],"domain_scores_gemma":[0.9934123,0.002221023,0.002634398,0.0006096214,0.0005796343,0.0005430602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001746325,0.00002958735,0.9987026,0.000009008033,0.00008122955,0.0000609394,0.00004413886,0.00002655913,0.00006393275,0.000008108494,0.0000344437,0.0007647804],"study_design_scores_gemma":[0.00002062039,0.0006265746,0.9977048,0.000009851763,0.0001319448,0.0006343103,0.0002426126,0.0002651285,0.0001196454,0.00002342805,0.000211418,0.000009613695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990652,0.0003371925,0.0001563465,0.00001297394,0.000004183485,0.00001364742,0.0001390859,0.000002723757,0.0002685586],"genre_scores_gemma":[0.9996525,0.00006371513,0.00005438323,0.0000113197,0.000008778356,0.000009640632,0.0001491307,0.000002542989,0.00004788609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00192075,"threshold_uncertainty_score":0.009742677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1208899455410842,"score_gpt":0.4327703778166184,"score_spread":0.3118804322755342,"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."}}