{"id":"W4383999228","doi":"10.1002/lary.30847","title":"Remembering Dr. Giovana R. Thomas","year":2023,"lang":"en","type":"editorial","venue":"The Laryngoscope","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Miami; Miller; Medicine; Library science; Gerontology; Biology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001267272,0.0007510691,0.0006268414,0.001137076,0.002763842,0.003918204,0.0009468163,0.002524068,0.05810155],"category_scores_gemma":[0.009109065,0.0003560545,0.0005616514,0.0004685187,0.0009867145,0.002256081,0.001572873,0.007321381,0.0344655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001660782,"about_ca_system_score_gemma":0.003227849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007737204,"about_ca_topic_score_gemma":0.01365504,"domain_scores_codex":[0.9988876,0.0001632392,0.00004796043,0.0002238291,0.0005006159,0.0001767885],"domain_scores_gemma":[0.9946708,0.0004878155,0.000225889,0.0001908656,0.0021985,0.002226172],"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":[0.00000928282,0.000006707131,0.0001837411,0.00002034508,0.000002371364,0.00009426357,0.0000570593,0.000008851032,0.00005928098,0.0003976305,0.9800198,0.01914071],"study_design_scores_gemma":[0.000005887387,0.00002639067,0.0004351864,0.0001187394,0.000005288906,0.001250242,0.0002487485,0.00002866153,0.0001362299,0.0005035088,0.9972292,0.00001193426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.002103995,0.06130384,0.001719614,0.6528019,0.1826109,0.00006163004,0.0003479033,0.0007290649,0.09832115],"genre_scores_gemma":[0.02511916,0.05813478,0.002239964,0.2773794,0.09119678,0.0001049418,0.0005982,0.0005623351,0.5446645],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05810155,"threshold_uncertainty_score":0.194369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03075828153742777,"score_gpt":0.3431152793116432,"score_spread":0.3123569977742154,"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."}}