{"id":"W1982626132","doi":"10.1159/000079879","title":"Outcomes Research in Head and Neck Cancer","year":2004,"lang":"en","type":"review","venue":"ORL","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Quality of life (healthcare); Head and neck cancer; Head and neck; Cancer; Physical therapy; Disease; Medical physics; Oncology; Internal medicine; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002893475,0.0001849112,0.001567834,0.0002460765,0.00005197622,0.000009952168,0.00006277595,0.0001478934,0.00007829749],"category_scores_gemma":[0.00006452027,0.0001200106,0.0001048172,0.0003833892,0.00009078332,0.00001869301,0.00008600652,0.000600021,0.00006649897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004102252,"about_ca_system_score_gemma":0.000792639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001266808,"about_ca_topic_score_gemma":0.001361012,"domain_scores_codex":[0.9987895,0.00006137854,0.0002657996,0.0002981866,0.0002495895,0.0003355144],"domain_scores_gemma":[0.9994768,0.0001284464,0.00003367302,0.0002177003,0.00004552438,0.00009788864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006242762,0.00003632521,0.0029246,0.02710963,0.00006701703,0.00009423373,0.0001310812,1.126766e-8,3.282408e-8,0.00005405702,0.00143587,0.9681409],"study_design_scores_gemma":[0.000540448,0.00008678707,0.003046295,0.06508604,0.00008541269,0.00001374804,0.0000152593,5.180817e-8,1.160731e-7,0.00002847327,0.9309975,0.00009990075],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001653405,0.9887565,4.345472e-8,0.001020356,0.000150865,0.000559904,0.00001402271,0.00001503183,0.009317899],"genre_scores_gemma":[0.00004172442,0.9949176,0.00004125491,0.00009618725,0.0001573467,0.0002338313,0.00000683925,0.00002886841,0.004476331],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.968041,"threshold_uncertainty_score":0.4893892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2882582586199433,"score_gpt":0.5510708128230948,"score_spread":0.2628125542031515,"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."}}