{"id":"W2136609875","doi":"10.1093/jnci/dju049","title":"Comparative Meta-analysis of Prognostic Gene Signatures for Late-Stage Ovarian Cancer","year":2014,"lang":"en","type":"review","venue":"JNCI Journal of the National Cancer Institute","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"National Cancer Institute","keywords":"Ovarian cancer; Meta-analysis; Oncology; Serous fluid; Stage (stratigraphy); Internal medicine; Medicine; Cancer; Bioinformatics; Biology","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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.03334657,0.002016961,0.007240324,0.006875405,0.0004561076,0.002566187,0.002160241,0.001331388,0.001696045],"category_scores_gemma":[0.06254654,0.0006280363,0.03234384,0.006812083,0.0004835964,0.001348674,0.001126668,0.001546188,0.0002355229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001128246,"about_ca_system_score_gemma":0.002093266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002944898,"about_ca_topic_score_gemma":0.004316636,"domain_scores_codex":[0.9792055,0.01407576,0.002243259,0.002695048,0.001411795,0.0003687524],"domain_scores_gemma":[0.9067612,0.08036017,0.004730835,0.005284736,0.002362767,0.0005003226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003415378,0.00003829402,0.1276267,0.02365001,0.8117986,0.0002629695,0.00007753078,0.008140157,0.0005318223,0.0004962871,0.001456389,0.02250585],"study_design_scores_gemma":[0.0005949755,0.0007157154,0.05090118,0.00315094,0.9280536,0.0003999729,0.00006460126,0.0101881,0.0006822026,0.002728866,0.002461027,0.00005887556],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.181069,0.7819915,0.02280135,0.002275434,0.0008028573,0.0003368932,0.008720716,0.0004613329,0.00154082],"genre_scores_gemma":[0.9489737,0.03959015,0.0064359,0.0005764225,0.0003468572,0.0002986569,0.003474918,0.0001059246,0.0001975762],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9927597,"threshold_uncertainty_score":0.1763556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3376634491786544,"score_gpt":0.4786923885500933,"score_spread":0.1410289393714389,"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."}}